Semantic Segmentation on Cityscapes (CS) 1024x512 (val)
82.6mIoUMask2Former
Evaluation Results
| Method | Links | |
|---|---|---|
| Mask2FormerBackbone=Swin-S, FLOPs (G)=97.1, #P (M)=68.82022.07 | 82.6 | |
| Mask2FormerBackbone=Swin-T, FLOPs (G)=73.3, #P (M)=47.42022.07 | 81.7 | |
| Trans4PASS (S)Backbone=Trans4PASS (S), FLOPs (G)=20, #P (M)=252022.07 | 81.1 | |
| SegFormer-B2Backbone=SegFormer-B2, FLOPs (G)=25.3, #P (M)=24.72022.07 | 81 | |
| DeepLabV3+Backbone=ResNet-101, FLOPs (G)=254, #P (M)=60.22022.07 | 80.9 | |
| OCRNetBackbone=HRNetV2p-W48, FLOPs (G)=163, #P (M)=70.42022.07 | 80.7 | |
| Trans4PASS+ (S)Backbone=Trans4PASS+ (S), FLOPs (G)=19.8, #P (M)=252022.07 | 80.7 | |
| DANetBackbone=ResNet-101, FLOPs (G)=289, #P (M)=66.52022.07 | 80.4 | |
| DNLBackbone=ResNet-101, FLOPs (G)=286, #P (M)=66.72022.07 | 80.4 | |
| Mask2FormerBackbone=SegFormer-B2, FLOPs (G)=68.7, #P (M)=44.62022.07 | 80.2 | |
| ResNeStBackbone=ResNeSt-101, FLOPs (G)=283, #P (M)=69.82022.07 | 79.6 | |
| Trans4PASS+* (S)Backbone=Trans4PASS+ (S), FLOPs (G)=63.2, #P (M)=44.9, Head=Mask2Former, DMLPv2=true2022.07 | 79.6 | |
| SETR-PUPBackbone=Transformer-L, FLOPs (G)=417, #P (M)=3102022.07 | 79.3 | |
| Trans4PASS (T)Backbone=Trans4PASS (T), FLOPs (G)=12, #P (M)=13.92022.07 | 79.1 | |
| MaskFormerBackbone=SegFormer-B2, FLOPs (G)=52.8, #P (M)=392022.07 | 78.8 | |
| PSPNetBackbone=ResNet-50, FLOPs (G)=179, #P (M)=46.62022.07 | 78.6 | |
| OCRNetBackbone=HRNetV2p-W18, FLOPs (G)=53.6, #P (M)=12.12022.07 | 78.6 | |
| Trans4PASS+ (T)Backbone=Trans4PASS+ (T), FLOPs (G)=11.7, #P (M)=142022.07 | 78.6 | |
| SegFormer-B1Backbone=SegFormer-B1, FLOPs (G)=15.5, #P (M)=13.72022.07 | 78.5 | |
| SETR-NaiveBackbone=Transformer-L, FLOPs (G)=363, #P (M)=3062022.07 | 77.9 | |
| Trans4PASS+* (T)Backbone=Trans4PASS+ (T), FLOPs (G)=55.2, #P (M)=33.9, Head=Mask2Former, DMLPv2=true2022.07 | 77.8 | |
| Mask2FormerBackbone=SegFormer-B1, FLOPs (G)=58.9, #P (M)=33.62022.07 | 77.6 | |
| SETR-MLABackbone=Transformer-L, FLOPs (G)=367, #P (M)=3112022.07 | 77.2 | |
| Semantic-FPNBackbone=ResNet-101, FLOPs (G)=64.9, #P (M)=47.52022.07 | 75.8 | |
| SwiftNetBackbone=ResNet-18, FLOPs (G)=9.3, #P (M)=8.52022.07 | 75.4 | |
| ERFNetBackbone=ERFNet, FLOPs (G)=14.7, #P (M)=2.12022.07 | 72.1 | |
| FANetBackbone=ResNet-34, FLOPs (G)=8.12022.07 | 71.3 | |
| Fast-SCNNBackbone=Fast-SCNN, FLOPs (G)=0.9, #P (M)=1.42022.07 | 69.1 | |
| MaskFormerBackbone=SegFormer-B1, FLOPs (G)=42.9, #P (M)=27.92022.07 | 66.9 |