Semantic Segmentation on DensePASS (test)
48.6mIoUDPPASS
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DPPASSBackbone=MiT-B22023.03 | 48.6 | 32.4 | — | |
| Trans4PASS+* (S)Backbone=Trans4PASS+ (S), FLOPs (G)=63.2, #P (M)=44.9, Head=Mask2Former, DMLPv2=true2022.07 | 48.4 | — | -31.2 | |
| Trans4PASS+* (T)Backbone=Trans4PASS+ (T), FLOPs (G)=55.2, #P (M)=33.9, Head=Mask2Former, DMLPv2=true2022.07 | 46.8 | — | -31 | |
| Mask2FormerBackbone=SegFormer-B1, FLOPs (G)=58.9, #P (M)=33.62022.07 | 46.5 | — | -31.1 | |
| Trans4PASS+ (S)Backbone=Trans4PASS+ (S), FLOPs (G)=19.8, #P (M)=252022.07 | 46.5 | — | -34.2 | |
| Mask2FormerBackbone=SegFormer-B2, FLOPs (G)=68.7, #P (M)=44.62022.07 | 46.4 | — | -33.8 | |
| MaskFormerBackbone=SegFormer-B2, FLOPs (G)=52.8, #P (M)=392022.07 | 46.1 | — | -32.7 | |
| Mask2FormerBackbone=Swin-S, FLOPs (G)=97.1, #P (M)=68.82022.07 | 45.8 | — | -36.8 | |
| Trans4PASSBackbone=Trans4PASS-S2023.03 | 44.8 | 36.3 | — | |
| Trans4PASS (S)Backbone=Trans4PASS (S), FLOPs (G)=20, #P (M)=252022.07 | 44.8 | — | -36.3 | |
| SegformerBackbone=MiT-B22023.03 | 42.4 | 38.6 | — | |
| DPPASSBackbone=MiT-B12023.03 | 42.4 | 36.1 | — | |
| SegFormer-B2Backbone=SegFormer-B2, FLOPs (G)=25.3, #P (M)=24.72022.07 | 42.4 | — | -38.6 | |
| DPPASSBackbone=ResNet-502023.03 | 42.3 | 36.3 | — | |
| Trans4PASS+ (T)Backbone=Trans4PASS+ (T), FLOPs (G)=11.7, #P (M)=142022.07 | 41.6 | — | -37 | |
| Trans4PASSBackbone=Trans4PASS-T2023.03 | 41.5 | 37.6 | — | |
| Trans4PASS (T)Backbone=Trans4PASS (T), FLOPs (G)=12, #P (M)=13.92022.07 | 41.5 | — | -37.6 | |
| Mask2FormerBackbone=Swin-T, FLOPs (G)=73.3, #P (M)=47.42022.07 | 39.9 | — | -41.8 | |
| P2PDABackbone=ResNet-502023.03 | 39.8 | 39.5 | — | |
| DPPASSBackbone=ResNet-342023.03 | 38.9 | 36.5 | — | |
| SegformerBackbone=MiT-B12023.03 | 38.5 | 40 | — | |
| SegFormer-B1Backbone=SegFormer-B1, FLOPs (G)=15.5, #P (M)=13.72022.07 | 38.5 | — | -40 | |
| SETRBackbone=Transformer-L2023.03 | 36.1 | 41.8 | — | |
| SETR-NaiveBackbone=Transformer-L, FLOPs (G)=363, #P (M)=3062022.07 | 36.1 | — | -41.8 | |
| SETR-PUPBackbone=Transformer-L, FLOPs (G)=417, #P (M)=3102022.07 | 35.7 | — | -43.6 | |
| SETR-MLABackbone=Transformer-L, FLOPs (G)=367, #P (M)=3112022.07 | 35.6 | — | -41.6 | |
| MaskFormerBackbone=SegFormer-B1, FLOPs (G)=42.9, #P (M)=27.92022.07 | 35 | — | -31.9 | |
| P2PDABackbone=ERFNet2023.03 | 34.1 | 38 | — | |
| P2PDABackbone=ResNet-342023.03 | 33.1 | 38.2 | — | |
| OCRNetBackbone=HRNetV2p-W48, FLOPs (G)=163, #P (M)=70.42022.07 | 32.8 | — | -47.9 | |
| DeepLabv3+Backbone=ResNet-1012023.03 | 32.5 | 48.4 | — | |
| DeepLabV3+Backbone=ResNet-101, FLOPs (G)=254, #P (M)=60.22022.07 | 32.5 | — | -48.4 | |
| DNLBackbone=ResNet-101, FLOPs (G)=286, #P (M)=66.72022.07 | 32.1 | — | -48.3 | |
| Semantic-FPNBackbone=PVT-T2023.03 | 31.2 | 40.3 | — | |
| OCRNetBackbone=HRNetV2p-W18, FLOPs (G)=53.6, #P (M)=12.12022.07 | 30.8 | — | -47.8 | |
| PSPNetBackbone=ResNet-1012023.03 | 30.4 | 49.4 | — | |
| Semantic-FPNBackbone=ResNet-502023.03 | 29.9 | 44.6 | — | |
| PSPNetBackbone=ResNet-502023.03 | 29.5 | 49.1 | — | |
| PSPNetBackbone=ResNet-50, FLOPs (G)=179, #P (M)=46.62022.07 | 29.5 | — | -49.1 | |
| DeepLabv3+Backbone=ResNet-502023.03 | 29 | 51.1 | — | |
| Semantic-FPNBackbone=ResNet-1012023.03 | 28.8 | 47 | — | |
| Semantic-FPNBackbone=ResNet-101, FLOPs (G)=64.9, #P (M)=47.52022.07 | 28.8 | — | -47 | |
| ResNeStBackbone=ResNeSt-101, FLOPs (G)=283, #P (M)=69.82022.07 | 28.8 | — | -50.8 | |
| DANetBackbone=ResNet-502023.03 | 28.5 | 50.8 | — | |
| DANetBackbone=ResNet-101, FLOPs (G)=289, #P (M)=66.52022.07 | 28.5 | — | -51.9 | |
| FANetBackbone=ResNet-342023.03 | 26.9 | 44.4 | — | |
| FANetBackbone=ResNet-34, FLOPs (G)=8.12022.07 | 26.9 | — | -44.4 | |
| SwiftNetBackbone=ResNet-18, FLOPs (G)=9.3, #P (M)=8.52022.07 | 25.7 | — | -49.7 | |
| Fast-SCNNBackbone=Fast-SCNN, FLOPs (G)=0.9, #P (M)=1.42022.07 | 24.6 | — | -44.5 | |
| ERFNetBackbone=ERFNet2023.03 | 16.7 | 55.4 | — | |
| ERFNetBackbone=ERFNet, FLOPs (G)=14.7, #P (M)=2.12022.07 | 16.7 | — | -55.4 |