Quantitative comparisons of different classes on the Cityscapes validation set. Best viewed in color.
| Label | Number of Pixels | Portion of Pixels (%) | SthC1-Seg50 IoU (%) | Ours IoU (%) | Performance Gain (%) |
|---|---|---|---|---|---|
| road | 345,221,953 | 37.66 | 97.6 | 97.8 | +0.20 |
| building | 200,894,857 | 21.92 | 90.4 | 91.0 | +0.66 |
| vegetation | 158,682,635 | 17.31 | 90.2 | 90.8 | +0.67 |
| car | 59,759,316 | 6.52 | 93.1 | 93.6 | +0.54 |
| sidewalk | 49,558,716 | 5.41 | 80.7 | 82.7 | +2.48 |
| sky | 30,708,059 | 3.35 | 93.0 | 93.3 | +0.32 |
| pole | 13,565,290 | 1.48 | 50.4 | 51.6 | +2.38 |
| person | 11,890,232 | 1.30 | 73.7 | 74.1 | +0.54 |
| terrain | 7,625,891 | 0.83 | 60.5 | 61.8 | +2.15 |
| fence | 7,527,053 | 0.82 | 51.8 | 55.3 | +6.76 |
| wall | 6,720,672 | 0.73 | 53.3 | 55.1 | +3.38 |
| bicycle | 6,500,853 | 0.71 | 69.9 | 71.5 | +2.29 |
| traffic sign | 6,110,650 | 0.67 | 69.9 | 71.4 | +2.15 |
| bus | 3,564,222 | 0.39 | 82.9 | 79.0 | -4.70 |
| truck | 2,760,469 | 0.30 | 77.7 | 70.9 | -8.75 |
| rider | 1,970,537 | 0.21 | 53.8 | 55.5 | +3.16 |
| traffic light | 1,813,814 | 0.20 | 56.7 | 60.3 | +6.35 |
| train | 1,032,099 | 0.11 | 74.7 | 71.4 | -4.42 |
| motorcycle | 728,923 | 0.08 | 51.9 | 57.9 | +11.56 |
| Label | Number of Pixels | Portion of Pixels (%) | SthC1-Seg50 IoU (%) | Ours IoU (%) | Performance Gain (%) |
|---|---|---|---|---|---|
| road | 345,221,953 | 37.66 | 97.6 | 97.8 | +0.20 |
| building | 200,894,857 | 21.92 | 90.4 | 91.0 | +0.66 |
| vegetation | 158,682,635 | 17.31 | 90.2 | 90.8 | +0.67 |
| car | 59,759,316 | 6.52 | 93.1 | 93.6 | +0.54 |
| sidewalk | 49,558,716 | 5.41 | 80.7 | 82.7 | +2.48 |
| sky | 30,708,059 | 3.35 | 93.0 | 93.3 | +0.32 |
| pole | 13,565,290 | 1.48 | 50.4 | 51.6 | +2.38 |
| person | 11,890,232 | 1.30 | 73.7 | 74.1 | +0.54 |
| terrain | 7,625,891 | 0.83 | 60.5 | 61.8 | +2.15 |
| fence | 7,527,053 | 0.82 | 51.8 | 55.3 | +6.76 |
| wall | 6,720,672 | 0.73 | 53.3 | 55.1 | +3.38 |
| bicycle | 6,500,853 | 0.71 | 69.9 | 71.5 | +2.29 |
| traffic sign | 6,110,650 | 0.67 | 69.9 | 71.4 | +2.15 |
| bus | 3,564,222 | 0.39 | 82.9 | 79.0 | -4.70 |
| truck | 2,760,469 | 0.30 | 77.7 | 70.9 | -8.75 |
| rider | 1,970,537 | 0.21 | 53.8 | 55.5 | +3.16 |
| traffic light | 1,813,814 | 0.20 | 56.7 | 60.3 | +6.35 |
| train | 1,032,099 | 0.11 | 74.7 | 71.4 | -4.42 |
| motorcycle | 728,923 | 0.08 | 51.9 | 57.9 | +11.56 |