+Epoch 1, Step 176----+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 1.21 | 0.62 | 3.79 | 4.75 | 2.50 | 42.20 | 6.50 | 3.79 | 51.42 | 0.97 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 1, Step 352----+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 1.26 | 0.62 | 7.05 | 4.23 | 2.37 | 43.65 | 5.81 | 3.28 | 50.08 | 1.16 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 1, Step 353----+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 1.42 | 0.75 | 8.44 | 4.85 | 2.56 | 43.60 | 6.35 | 3.59 | 49.82 | 1.34 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 2, Step 528----+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 3.20 | 1.65 | 11.25 | 8.00 | 4.65 | 45.17 | 10.48 | 6.38 | 52.97 | 2.55 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 2, Step 704----+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 3.05 | 1.60 | 8.70 | 7.77 | 4.36 | 43.11 | 10.27 | 6.45 | 50.65 | 2.31 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 2, Step 706----+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 4.70 | 2.19 | 12.57 | 9.60 | 5.68 | 41.51 | 12.08 | 7.51 | 49.43 | 3.30 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 3, Step 880----+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 3.51 | 1.96 | 9.37 | 8.29 | 4.98 | 47.13 | 11.07 | 7.05 | 53.59 | 2.61 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 3, Step 1056---+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 3.69 | 2.30 | 9.40 | 8.00 | 5.16 | 45.25 | 10.17 | 6.97 | 51.86 | 2.86 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 3, Step 1059---+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 4.70 | 2.92 | 12.57 | 8.91 | 5.63 | 44.14 | 11.49 | 7.67 | 51.70 | 3.62 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 4, Step 1232---+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 5.96 | 3.46 | 17.73 | 10.64 | 6.76 | 46.18 | 13.35 | 8.91 | 52.76 | 4.59 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 4, Step 1408---+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 7.15 | 4.18 | 20.08 | 12.91 | 8.13 | 45.61 | 16.21 | 10.58 | 53.30 | 5.28 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 4, Step 1412---+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 6.69 | 4.10 | 20.08 | 12.47 | 7.90 | 45.17 | 15.36 | 10.35 | 52.30 | 5.04 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 5, Step 1584---+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.11 | 5.81 | 24.68 | 15.00 | 10.27 | 45.64 | 18.07 | 12.93 | 52.50 | 6.99 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 5, Step 1760---+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.60 | 6.14 | 24.88 | 15.38 | 10.79 | 45.30 | 18.33 | 13.37 | 52.32 | 7.24 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 5, Step 1765---+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 7.95 | 5.19 | 19.28 | 12.57 | 8.78 | 44.94 | 15.85 | 11.20 | 52.35 | 5.98 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 6, Step 1936---+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 7.95 | 5.09 | 24.39 | 13.40 | 9.29 | 46.44 | 16.42 | 12.11 | 53.28 | 6.34 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 6, Step 2112---+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 6.43 | 4.21 | 18.04 | 11.62 | 8.05 | 44.45 | 14.48 | 10.33 | 51.70 | 5.01 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 6, Step 2118---+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 8.65 | 5.14 | 23.39 | 14.51 | 10.12 | 44.40 | 18.17 | 12.70 | 51.70 | 6.49 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 7, Step 2288---+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.09 | 5.63 | 19.05 | 14.66 | 10.53 | 45.25 | 17.84 | 12.96 | 52.50 | 6.48 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 7, Step 2464---+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.32 | 6.27 | 24.06 | 15.41 | 10.97 | 44.73 | 18.79 | 13.84 | 51.96 | 7.19 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 7, Step 2471---+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 10.43 | 6.74 | 25.68 | 16.55 | 11.93 | 44.24 | 19.75 | 14.43 | 51.81 | 7.82 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 8, Step 2640---+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.11 | 5.78 | 23.49 | 15.10 | 10.61 | 44.97 | 18.20 | 12.96 | 52.25 | 6.97 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 8, Step 2816---+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 11.44 | 6.97 | 26.46 | 17.81 | 12.96 | 42.90 | 21.61 | 15.62 | 50.03 | 8.38 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 8, Step 2824---+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 11.41 | 7.38 | 26.28 | 17.97 | 13.04 | 43.06 | 20.99 | 15.28 | 49.79 | 8.52 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 9, Step 2992---+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 10.82 | 6.50 | 24.16 | 17.24 | 11.90 | 43.57 | 20.19 | 14.84 | 51.11 | 7.80 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 9, Step 3168---+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 10.07 | 6.43 | 26.59 | 16.08 | 11.28 | 43.65 | 19.44 | 14.30 | 51.16 | 7.69 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 9, Step 3177---+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 8.47 | 5.55 | 19.80 | 14.25 | 10.25 | 43.57 | 17.50 | 13.01 | 50.08 | 6.39 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 10, Step 3344--+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.83 | 6.27 | 23.77 | 15.77 | 11.15 | 43.52 | 18.77 | 13.50 | 50.54 | 7.36 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 10, Step 3520--+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 12.57 | 7.67 | 28.32 | 18.25 | 12.75 | 41.09 | 21.37 | 15.28 | 48.35 | 8.99 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 10, Step 3530--+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.63 | 6.09 | 23.13 | 15.93 | 11.13 | 43.16 | 18.84 | 13.35 | 50.34 | 6.99 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 11, Step 3696--+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 10.84 | 7.18 | 26.82 | 16.31 | 11.54 | 41.71 | 20.03 | 13.99 | 48.48 | 8.26 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 11, Step 3872--+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 10.38 | 6.58 | 26.28 | 16.16 | 10.94 | 43.73 | 19.49 | 13.40 | 50.34 | 7.80 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 11, Step 3883--+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.55 | 6.12 | 25.17 | 15.80 | 10.84 | 43.31 | 18.92 | 13.22 | 50.41 | 7.19 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 12, Step 4048--+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 10.92 | 6.89 | 26.30 | 17.11 | 11.72 | 41.53 | 20.21 | 14.17 | 47.78 | 8.03 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 12, Step 4224--+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 12.95 | 7.91 | 28.94 | 18.53 | 12.96 | 42.50 | 23.80 | 16.11 | 48.85 | 9.09 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 12, Step 4236--+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 10.04 | 6.63 | 23.83 | 15.59 | 10.82 | 42.02 | 18.64 | 13.35 | 48.53 | 7.49 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 13, Step 4400--+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.83 | 6.43 | 22.72 | 15.95 | 11.20 | 41.92 | 18.77 | 13.29 | 48.19 | 7.31 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 13, Step 4576--+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 10.84 | 6.92 | 25.14 | 16.68 | 11.54 | 41.92 | 19.95 | 14.02 | 48.89 | 7.96 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 13, Step 4589--+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 11.77 | 7.72 | 28.19 | 17.55 | 12.24 | 40.84 | 20.88 | 14.87 | 47.83 | 8.79 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 14, Step 4752--+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 10.45 | 6.94 | 22.61 | 16.31 | 11.18 | 39.86 | 19.46 | 13.53 | 46.62 | 7.71 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 14, Step 4928--+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 10.69 | 6.76 | 25.81 | 16.91 | 11.69 | 40.71 | 20.08 | 13.91 | 47.47 | 8.00 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 14, Step 4942--+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 10.09 | 6.32 | 24.78 | 15.75 | 11.18 | 40.63 | 19.02 | 13.16 | 46.90 | 7.59 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 15, Step 5104--+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 10.45 | 6.63 | 25.19 | 17.14 | 11.54 | 39.08 | 19.93 | 13.76 | 45.33 | 7.78 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 15, Step 5280--+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 10.38 | 6.25 | 22.72 | 15.72 | 10.53 | 39.44 | 19.15 | 13.11 | 46.00 | 7.45 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 15, Step 5295--+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 11.20 | 7.28 | 25.48 | 16.86 | 11.74 | 40.47 | 20.50 | 14.58 | 46.72 | 8.31 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 16, Step 5456--+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 10.20 | 6.32 | 23.98 | 15.44 | 10.71 | 39.44 | 18.33 | 12.78 | 45.41 | 7.48 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 16, Step 5632--+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 10.58 | 6.58 | 23.57 | 15.93 | 10.92 | 38.82 | 18.84 | 13.29 | 44.89 | 7.70 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 16, Step 5648--+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 10.64 | 6.61 | 24.94 | 15.98 | 10.97 | 38.44 | 18.79 | 12.93 | 44.55 | 7.83 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 17, Step 5808--+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 10.61 | 6.87 | 23.90 | 15.82 | 10.87 | 38.26 | 18.82 | 13.14 | 44.63 | 7.83 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 17, Step 5984--+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 11.15 | 6.92 | 24.94 | 16.47 | 11.36 | 38.62 | 19.46 | 13.91 | 45.22 | 8.18 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 17, Step 6001--+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 10.38 | 6.48 | 23.59 | 15.82 | 10.58 | 38.77 | 18.90 | 13.37 | 45.72 | 7.66 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 18, Step 6160--+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 10.04 | 6.04 | 22.61 | 15.46 | 10.12 | 35.98 | 18.30 | 12.78 | 42.95 | 7.31 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 18, Step 6336--+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 10.43 | 6.45 | 22.56 | 15.98 | 10.56 | 35.93 | 18.82 | 12.96 | 42.08 | 7.66 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 18, Step 6354--+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 10.92 | 6.81 | 23.95 | 16.55 | 11.46 | 37.09 | 19.54 | 13.58 | 43.34 | 7.94 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 19, Step 6512--+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.83 | 6.27 | 21.94 | 14.95 | 9.99 | 35.23 | 18.25 | 12.80 | 41.30 | 7.29 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 19, Step 6688--+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 10.07 | 6.01 | 21.92 | 15.00 | 9.91 | 35.34 | 18.07 | 12.08 | 41.12 | 7.23 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 19, Step 6707--+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 10.89 | 6.81 | 23.34 | 16.42 | 11.36 | 36.01 | 19.18 | 13.47 | 42.18 | 7.86 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 20, Step 6864--+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.47 | 6.07 | 21.32 | 14.77 | 10.22 | 36.50 | 17.81 | 12.36 | 42.88 | 6.98 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 20, Step 7040--+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 10.69 | 6.48 | 23.39 | 15.90 | 10.25 | 35.80 | 19.20 | 12.85 | 42.26 | 7.68 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 20, Step 7060--+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.91 | 6.25 | 23.23 | 15.18 | 10.22 | 37.07 | 18.25 | 12.39 | 43.96 | 7.31 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 21, Step 7216--+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 10.14 | 6.09 | 22.25 | 15.18 | 10.30 | 35.36 | 17.63 | 12.18 | 40.97 | 7.28 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 21, Step 7392--+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 10.71 | 6.84 | 24.39 | 16.31 | 11.20 | 36.19 | 19.36 | 13.73 | 42.33 | 7.86 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 21, Step 7413--+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 10.04 | 6.22 | 23.49 | 15.90 | 10.66 | 37.04 | 18.64 | 12.91 | 43.26 | 7.46 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 22, Step 7568--+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 10.12 | 6.20 | 22.30 | 15.49 | 10.43 | 34.15 | 18.28 | 12.91 | 40.29 | 7.38 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 22, Step 7744--+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 10.12 | 6.27 | 22.87 | 15.38 | 10.22 | 34.72 | 18.07 | 12.31 | 40.78 | 7.34 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 22, Step 7766--+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 10.51 | 6.43 | 22.84 | 15.90 | 10.92 | 34.54 | 18.69 | 13.16 | 40.47 | 7.60 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 23, Step 7920--+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.55 | 5.89 | 21.79 | 15.72 | 10.27 | 35.52 | 18.53 | 12.80 | 42.02 | 6.96 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 23, Step 8096--+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 10.66 | 6.56 | 23.88 | 15.80 | 10.58 | 35.88 | 19.13 | 13.29 | 41.69 | 7.68 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 23, Step 8119--+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.96 | 6.25 | 23.08 | 15.49 | 10.22 | 35.93 | 18.53 | 12.67 | 42.08 | 7.34 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 24, Step 8272--+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.45 | 5.65 | 21.58 | 15.07 | 10.14 | 35.29 | 17.81 | 12.47 | 41.12 | 6.79 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 24, Step 8448--+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.63 | 5.83 | 22.28 | 15.07 | 10.17 | 35.36 | 17.71 | 12.31 | 42.26 | 6.97 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 24, Step 8472--+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.65 | 5.63 | 21.73 | 15.28 | 9.53 | 35.93 | 17.53 | 11.56 | 41.58 | 6.77 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 25, Step 8624--+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.96 | 6.35 | 22.15 | 15.33 | 10.20 | 33.43 | 17.76 | 12.24 | 39.24 | 7.32 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 25, Step 8800--+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.78 | 5.65 | 22.69 | 15.23 | 9.96 | 35.42 | 17.91 | 12.29 | 41.07 | 6.96 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 25, Step 8825--+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 10.04 | 6.01 | 23.41 | 15.59 | 10.17 | 35.73 | 18.20 | 12.44 | 40.86 | 7.27 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 26, Step 8976--+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 10.43 | 6.17 | 22.92 | 15.59 | 10.14 | 34.15 | 18.35 | 12.78 | 40.32 | 7.42 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 26, Step 9152--+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.73 | 6.12 | 22.10 | 15.31 | 10.20 | 33.82 | 18.82 | 12.70 | 39.67 | 7.16 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 26, Step 9178--+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.63 | 5.70 | 22.20 | 14.77 | 9.71 | 34.93 | 17.66 | 12.16 | 40.86 | 6.95 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 27, Step 9328--+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 10.20 | 6.04 | 22.02 | 15.72 | 10.27 | 34.36 | 18.51 | 12.67 | 40.66 | 7.28 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 27, Step 9504--+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 10.09 | 6.20 | 22.66 | 15.67 | 10.27 | 35.29 | 18.25 | 12.49 | 40.89 | 7.34 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 27, Step 9531--+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 10.02 | 6.25 | 22.56 | 15.23 | 9.86 | 33.35 | 17.68 | 12.16 | 39.70 | 7.28 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 28, Step 9680--+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 10.27 | 5.78 | 23.13 | 15.23 | 10.25 | 35.11 | 18.17 | 12.70 | 40.84 | 7.35 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 28, Step 9856--+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.76 | 5.81 | 22.23 | 15.13 | 9.58 | 34.05 | 17.97 | 12.29 | 39.65 | 7.12 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 28, Step 9884--+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.45 | 5.63 | 21.97 | 14.97 | 9.42 | 35.67 | 17.81 | 12.05 | 41.71 | 6.95 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 29, Step 10032-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.45 | 5.65 | 22.33 | 15.02 | 9.63 | 34.46 | 17.79 | 11.80 | 40.14 | 7.03 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 29, Step 10208-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.60 | 5.78 | 22.38 | 14.95 | 9.50 | 33.66 | 17.60 | 11.69 | 39.98 | 6.97 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 29, Step 10237-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.89 | 5.96 | 22.66 | 15.07 | 9.99 | 35.00 | 18.25 | 12.83 | 40.63 | 7.19 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 30, Step 10384-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.94 | 5.65 | 22.07 | 15.59 | 9.89 | 35.13 | 18.59 | 12.13 | 40.53 | 7.12 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 30, Step 10560-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 10.07 | 5.91 | 22.25 | 15.05 | 9.99 | 33.53 | 17.68 | 12.36 | 39.60 | 7.08 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 30, Step 10590-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.58 | 5.45 | 21.89 | 15.02 | 10.09 | 34.54 | 17.97 | 12.31 | 40.55 | 6.79 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 31, Step 10736-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.86 | 5.65 | 22.25 | 15.10 | 9.73 | 33.45 | 17.94 | 12.16 | 39.26 | 7.16 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 31, Step 10912-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 10.04 | 5.94 | 22.38 | 15.20 | 10.22 | 34.25 | 18.25 | 12.47 | 39.49 | 7.25 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 31, Step 10943-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.91 | 5.73 | 21.86 | 15.07 | 10.02 | 33.51 | 17.71 | 11.98 | 39.44 | 7.04 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 32, Step 11088-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.65 | 5.60 | 21.45 | 14.66 | 9.45 | 32.99 | 17.58 | 11.82 | 39.03 | 6.91 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 32, Step 11264-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.71 | 5.76 | 21.81 | 14.58 | 9.37 | 33.94 | 17.66 | 11.87 | 40.29 | 6.99 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 32, Step 11296-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 10.45 | 6.17 | 22.20 | 15.44 | 9.89 | 33.79 | 17.89 | 12.13 | 39.67 | 7.36 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 33, Step 11440-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.89 | 5.94 | 22.17 | 15.15 | 9.94 | 33.79 | 17.99 | 12.11 | 39.70 | 7.16 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 33, Step 11616-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.68 | 5.70 | 21.76 | 14.84 | 9.60 | 34.67 | 17.29 | 11.93 | 40.50 | 7.00 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 33, Step 11649-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.55 | 5.89 | 22.02 | 14.97 | 9.76 | 34.54 | 17.48 | 11.85 | 40.24 | 7.01 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 34, Step 11792-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.27 | 5.78 | 20.91 | 14.17 | 9.42 | 32.68 | 16.91 | 11.54 | 39.67 | 6.86 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 34, Step 11968-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.47 | 5.78 | 21.14 | 14.74 | 9.76 | 34.05 | 17.66 | 12.11 | 39.96 | 6.90 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 34, Step 12002-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.91 | 5.89 | 21.61 | 15.33 | 9.86 | 33.69 | 17.58 | 12.29 | 39.34 | 7.11 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 35, Step 12144-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.29 | 5.70 | 21.24 | 14.87 | 9.73 | 33.94 | 17.40 | 11.82 | 39.78 | 6.86 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 35, Step 12320-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.14 | 5.55 | 20.93 | 14.27 | 9.37 | 33.94 | 17.22 | 11.64 | 40.11 | 6.63 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 35, Step 12355-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.47 | 5.50 | 21.14 | 14.56 | 9.29 | 32.91 | 17.32 | 11.74 | 38.90 | 6.74 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 36, Step 12496-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.99 | 5.96 | 21.81 | 14.48 | 9.73 | 33.43 | 17.09 | 11.74 | 39.03 | 7.11 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 36, Step 12672-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.55 | 5.65 | 20.91 | 14.71 | 9.68 | 33.97 | 17.48 | 11.93 | 39.73 | 6.75 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 36, Step 12708-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.73 | 5.70 | 21.94 | 14.69 | 9.45 | 33.61 | 17.76 | 11.64 | 39.29 | 6.93 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 37, Step 12848-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.91 | 5.94 | 22.33 | 14.79 | 9.32 | 34.31 | 17.63 | 11.87 | 39.73 | 7.06 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 37, Step 13024-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.58 | 5.89 | 21.97 | 15.18 | 9.81 | 32.19 | 17.84 | 12.29 | 38.02 | 7.01 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 37, Step 13061-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 10.02 | 5.86 | 22.17 | 15.05 | 9.94 | 33.69 | 17.81 | 12.16 | 38.90 | 7.15 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 38, Step 13200-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.65 | 5.52 | 21.81 | 14.82 | 9.47 | 33.22 | 17.27 | 11.85 | 39.34 | 6.90 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 38, Step 13376-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 10.04 | 5.83 | 21.40 | 15.00 | 9.89 | 33.71 | 17.42 | 12.16 | 39.34 | 7.04 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 38, Step 13414-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.83 | 5.96 | 22.35 | 14.87 | 9.76 | 32.91 | 17.84 | 12.11 | 39.08 | 7.14 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 39, Step 13552-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.71 | 5.89 | 21.37 | 14.35 | 9.40 | 33.20 | 17.27 | 11.46 | 38.87 | 6.97 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 39, Step 13728-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.76 | 5.73 | 21.79 | 15.05 | 9.73 | 33.58 | 17.68 | 11.95 | 39.13 | 6.99 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 39, Step 13767-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.42 | 5.63 | 22.20 | 15.44 | 9.94 | 34.02 | 17.91 | 12.26 | 39.57 | 6.92 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 40, Step 13904-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.45 | 5.58 | 21.53 | 14.17 | 9.32 | 33.25 | 17.06 | 11.56 | 39.11 | 6.81 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 40, Step 14080-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 10.02 | 5.68 | 22.28 | 15.41 | 9.81 | 33.63 | 17.58 | 11.85 | 39.29 | 7.10 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 40, Step 14120-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.09 | 5.27 | 21.04 | 14.53 | 9.27 | 32.99 | 16.78 | 11.36 | 39.13 | 6.54 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 41, Step 14256-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.32 | 5.42 | 21.79 | 14.51 | 9.53 | 33.30 | 17.11 | 11.67 | 38.95 | 6.73 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 41, Step 14432-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.29 | 5.27 | 21.53 | 14.27 | 9.14 | 33.35 | 17.22 | 11.80 | 39.42 | 6.64 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 41, Step 14473-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.22 | 5.21 | 21.71 | 14.64 | 9.32 | 33.61 | 17.14 | 11.31 | 39.52 | 6.67 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 42, Step 14608-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 8.96 | 5.27 | 21.14 | 14.46 | 9.24 | 33.76 | 17.27 | 11.59 | 40.04 | 6.56 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 42, Step 14784-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.50 | 5.37 | 22.43 | 14.89 | 9.73 | 33.43 | 17.60 | 11.93 | 39.47 | 6.86 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 42, Step 14826-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.94 | 5.68 | 22.28 | 14.79 | 9.94 | 33.32 | 17.71 | 12.29 | 39.00 | 7.12 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 43, Step 14960-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.83 | 5.45 | 22.28 | 15.13 | 9.60 | 32.52 | 17.99 | 12.11 | 38.67 | 6.95 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 43, Step 15136-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.76 | 5.47 | 21.61 | 14.89 | 9.81 | 34.00 | 17.42 | 11.87 | 39.80 | 6.88 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 43, Step 15179-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.42 | 5.63 | 21.50 | 14.71 | 9.71 | 33.38 | 17.42 | 11.62 | 39.49 | 6.80 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 44, Step 15312-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.45 | 5.45 | 21.99 | 14.69 | 9.50 | 33.74 | 17.55 | 11.82 | 39.67 | 6.79 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 44, Step 15488-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.53 | 5.50 | 21.89 | 14.71 | 9.83 | 33.38 | 17.37 | 11.56 | 39.55 | 6.84 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 44, Step 15532-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.37 | 5.39 | 21.58 | 14.51 | 9.50 | 33.04 | 17.45 | 11.82 | 39.36 | 6.71 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 45, Step 15664-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.58 | 5.34 | 21.76 | 14.74 | 9.58 | 33.74 | 17.17 | 11.46 | 39.36 | 6.84 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 45, Step 15840-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.16 | 5.39 | 21.84 | 14.79 | 9.37 | 32.96 | 17.06 | 11.59 | 39.08 | 6.78 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 45, Step 15885-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.71 | 5.63 | 22.38 | 14.92 | 9.60 | 33.51 | 17.76 | 12.21 | 38.95 | 7.10 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 46, Step 16016-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.37 | 5.29 | 21.94 | 14.61 | 9.32 | 33.74 | 17.32 | 11.87 | 39.62 | 6.79 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 46, Step 16192-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.37 | 5.32 | 21.50 | 14.56 | 9.32 | 33.01 | 17.58 | 11.93 | 39.31 | 6.71 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 46, Step 16238-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.37 | 5.45 | 21.89 | 14.77 | 9.65 | 33.17 | 17.76 | 12.03 | 39.42 | 6.80 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 47, Step 16368-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.27 | 5.50 | 21.42 | 14.61 | 9.55 | 33.35 | 17.35 | 11.80 | 38.85 | 6.79 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 47, Step 16544-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.14 | 5.24 | 21.76 | 14.51 | 9.40 | 33.12 | 17.35 | 11.85 | 39.11 | 6.69 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 47, Step 16591-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.32 | 5.42 | 21.61 | 14.53 | 9.32 | 33.32 | 17.37 | 11.74 | 39.26 | 6.76 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 48, Step 16720-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.42 | 5.34 | 21.86 | 15.05 | 9.65 | 33.43 | 17.66 | 12.13 | 38.80 | 6.80 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 48, Step 16896-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.42 | 5.34 | 21.89 | 14.74 | 9.60 | 33.58 | 17.45 | 11.90 | 39.18 | 6.78 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 48, Step 16944-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.40 | 5.37 | 21.86 | 14.61 | 9.55 | 33.51 | 17.55 | 12.00 | 38.93 | 6.76 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 49, Step 17072-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.58 | 5.27 | 21.71 | 15.10 | 9.81 | 33.45 | 17.68 | 12.03 | 39.47 | 6.79 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 49, Step 17248-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.27 | 5.29 | 21.73 | 14.79 | 9.63 | 33.30 | 17.53 | 12.11 | 39.18 | 6.74 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 49, Step 17297-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.37 | 5.45 | 21.94 | 15.10 | 9.86 | 33.45 | 17.73 | 12.29 | 39.47 | 6.88 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 50, Step 17424-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.19 | 5.32 | 22.04 | 14.89 | 9.81 | 33.45 | 17.76 | 12.16 | 39.44 | 6.78 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 50, Step 17600-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.29 | 5.24 | 21.99 | 14.89 | 9.73 | 33.45 | 17.81 | 12.16 | 39.26 | 6.77 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------++Epoch 50, Step 17650-+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 9.22 | 5.16 | 22.02 | 14.92 | 9.78 | 33.51 | 17.81 | 12.16 | 39.29 | 6.74 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+Best Epoch: 12, Best Step: 4236 +Epoch 12, Step 4236--+-----------+----------+----------+-----------+----------+----------+-----------+------+ | Rank@1 | Rank@1 | Rank@1 | Rank@3 | Rank@3 | Rank@3 | Rank@5 | Rank@5 | Rank@5 | mIoU | | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | mIoU@0.3 | mIoU@0.5 | mIoU@0.01 | | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+ | 12.95 | 7.91 | 28.94 | 18.53 | 12.96 | 42.50 | 23.80 | 16.11 | 48.85 | 9.09 | +----------+----------+-----------+----------+----------+-----------+----------+----------+-----------+------+