Semantic Segmentation Boundary Alignment on Cityscapes (val)
92.3RoadDeepLabV3+
Evaluation results
| Method | Links | ||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DeepLabV3+Threshold=12px2019.07 | 92.3 | 80.4 | 87.2 | 59.6 | 53.7 | 83.8 | 75.2 | 81.2 | 90.2 | 60.8 | 90.4 | 76.6 | 78.7 | 91.6 | 81 | 87.1 | 92.6 | 81.8 | 78 | 80.1 | — | — | |
| GSCNNThreshold=12px2019.07 | 92.2 | 81.7 | 87.9 | 59.6 | 54.3 | 87.1 | 82.3 | 84.4 | 90.9 | 61.1 | 91.9 | 80.4 | 82.8 | 92.6 | 78.5 | 90 | 94.6 | 79.1 | 82.2 | 81.8 | — | — | |
| GSCNNThreshold=9px2019.07 | 91.3 | 80.1 | 86 | 58.5 | 52.9 | 86.1 | 81.5 | 83.3 | 89 | 59.8 | 91.1 | 79.1 | 81.5 | 91.5 | 78.1 | 89.7 | 94.4 | 78.5 | 80.4 | 80.7 | — | — | |
| DeepLabV3+Threshold=9px2019.07 | 91.2 | 78.3 | 84.8 | 58.1 | 52.4 | 82.1 | 73.7 | 79.5 | 87.9 | 59.4 | 89.5 | 74.7 | 76.8 | 90 | 80.5 | 86.6 | 92.5 | 81 | 75.4 | 78.7 | — | — | |
| GSCNNThreshold=5px2019.07 | 88.7 | 75.3 | 80.9 | 55.9 | 49.9 | 83.6 | 78.6 | 80.4 | 83.4 | 56.6 | 88.4 | 75.4 | 77.8 | 88.3 | 77 | 88.9 | 94.2 | 76.9 | 75.1 | 77.6 | — | — | |
| DeepLabV3+Threshold=5px2019.07 | 88.1 | 72.6 | 78.1 | 55 | 49.1 | 77.9 | 69 | 74.7 | 81 | 55.8 | 86.4 | 69 | 71.9 | 85.4 | 79.4 | 85.4 | 92.1 | 79.4 | 68.4 | 74.7 | — | — | |
| GSCNNThreshold=3px2019.07 | 85 | 68.8 | 74.1 | 53.3 | 47 | 79.6 | 74.3 | 76.2 | 75.3 | 53.1 | 83.5 | 69.8 | 73.1 | 83.4 | 75.8 | 88 | 93.9 | 75.1 | 68.5 | 73.6 | — | — | |
| DeepLabV3+Threshold=3px2019.07 | 83.7 | 65.1 | 69.7 | 52.2 | 46.2 | 72 | 62.8 | 67.7 | 71.8 | 52 | 80.9 | 61.5 | 66.4 | 78.8 | 78.2 | 83.9 | 91.7 | 77.9 | 60.9 | 69.7 | — | — | |
| CASENetTest NMS=false, Backbone=ResNet101, Pre-trained=ImageNet2020.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 68.92 | 57.65 | |
| CASENet*Test NMS=false, Backbone=ResNet101, Pre-trained=ImageNet2020.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 69.29 | 61.3 | |
| CASENet*Test NMS=true, Backbone=ResNet101, Pre-trained=ImageNet2020.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 70.31 | 68.13 | |
| RPCNetTest NMS=true, Backbone=ResNet101, Pre-trained=ImageNet2020.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 78.22 | 78.79 | |
| STEALTest NMS=false, Backbone=ResNet101, Pre-trained=ImageNet2020.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 70.67 | 66.44 | |
| STEALTest NMS=true, Backbone=ResNet101, Pre-trained=ImageNet2020.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 71.42 | 68.89 |