Semantic Segmentation on Pascal-5^i
77.42Mean mIoUHDMNet
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| HDMNetVersion=Decoder FT2025.12 | 77.42 | 71.24 | 80.09 | 80.34 | 78 | |
| HDMNetVersion=TaP2025.12 | 76.25 | 69.73 | 77.24 | 80.9 | 77.14 | |
| HDMNetVersion=Vanilla2025.12 | 74.82 | 68.37 | 78.2 | 75.6 | 77.13 | |
| HDMNetVersion=TaP2025.12 | 74.28 | 64.93 | 73.75 | 80.12 | 78.33 | |
| HDMNetVersion=Decoder FT2025.12 | 72.77 | 60.94 | 73.99 | 77.56 | 78.59 | |
| FPTransVersion=TaP2025.12 | 71.78 | 70.2 | 73.7 | 76.6 | 66.6 | |
| FPTransVersion=Decoder FT2025.12 | 70.25 | 68.92 | 72.25 | 74.54 | 65.28 | |
| FPTransVersion=Vanilla2025.12 | 70.1 | 68.9 | 72 | 74.2 | 65.3 | |
| HDMNetVersion=Vanilla2025.12 | 70.05 | 58.15 | 70.93 | 73.68 | 77.42 | |
| FPTransVersion=TaP2025.12 | 69.3 | 63.51 | 71.2 | 76.6 | 65.9 | |
| DCAMAVersion=TaP2025.12 | 69.26 | 70.41 | 71.8 | 68.08 | 66.74 | |
| FPTransVersion=AdaptiveFSS2025.12 | 69.24 | 67.42 | 71.21 | 74.33 | 63.99 | |
| BAMVersion=TaP2025.12 | 69.15 | 70.58 | 70.56 | 69.57 | 65.89 | |
| BAMVersion=Decoder FT2025.12 | 67.92 | 68.36 | 71.78 | 67.8 | 63.74 | |
| BAMVersion=Vanilla2025.12 | 66.79 | 67.96 | 71.42 | 65.9 | 61.88 | |
| FPTransVersion=Decoder FT2025.12 | 66.47 | 61.58 | 67.37 | 74.06 | 62.86 | |
| FPTransVersion=Vanilla2025.12 | 66.39 | 61.37 | 67.4 | 74.1 | 62.7 | |
| DCAMAVersion=AdaptiveFSS2025.12 | 64.85 | 71.18 | 71.01 | 53.84 | 63.38 | |
| DCAMAVersion=Vanilla2025.12 | 64.17 | 70.62 | 71.04 | 52.83 | 62.19 | |
| PPNetBackbone=ResNet50, Shot=5-shot, Way=1-way2021.06 | 62.97 | 58.85 | 68.28 | 66.77 | 57.98 | |
| DCAMAVersion=Decoder FT2025.12 | 62.76 | 70.38 | 68.45 | 51.33 | 60.89 | |
| DCAMAVersion=TaP2025.12 | 62.35 | 60.26 | 65.26 | 61.54 | 62.34 | |
| PFENetBackbone=ResNet50, Shot=5-shot, Way=1-way2021.06 | 61.9 | 63.1 | 70.7 | 55.8 | 57.9 | |
| FPTransVersion=AdaptiveFSS2025.12 | 61.19 | 54.51 | 62.76 | 68.62 | 58.89 | |
| ASR*Backbone=ResNet50, Shot=5-shot, Way=1-way, Multi-scale Evaluation=true2021.06 | 60.96 | 59.38 | 71.85 | 56.87 | 55.72 | |
| PFENetBackbone=ResNet50, Shot=1-shot, Way=1-way2021.06 | 60.8 | 61.7 | 69.5 | 55.4 | 56.3 | |
| SimPropNetBackbone=ResNet50, Shot=5-shot, Way=1-way2021.06 | 60.04 | 57.2 | 68.5 | 58.4 | 56.05 | |
| DANBackbone=ResNet50, Shot=5-shot, Way=1-way2021.06 | 59.5 | — | — | — | — | |
| PFENetBackbone=VGG16, Shot=5-shot, Way=1-way2021.06 | 59 | 59 | 69.1 | 54.8 | 52.9 | |
| CRNetBackbone=ResNet50, Shot=5-shot, Way=1-way2021.06 | 58.8 | — | — | — | — | |
| PGNetBackbone=ResNet50, Shot=5-shot, Way=1-way2021.06 | 58.5 | 57.7 | 68.7 | 52.9 | 54.6 | |
| ASRBackbone=ResNet50, Shot=5-shot, Way=1-way, Multi-scale Evaluation=false2021.06 | 58.5 | 56.17 | 70.56 | 53.89 | 53.38 | |
| ASR*Backbone=ResNet50, Shot=1-shot, Way=1-way, Multi-scale Evaluation=true2021.06 | 58.16 | 55.23 | 70.36 | 53.38 | 53.66 | |
| DCAMAVersion=Decoder FT2025.12 | 58.13 | 59.65 | 64.84 | 52.21 | 55.82 | |
| PFENetBackbone=VGG16, Shot=1-shot, Way=1-way2021.06 | 58 | 56.9 | 68.2 | 54.4 | 52.4 | |
| ASR*Backbone=VGG16, Shot=5-shot, Way=1-way, Multi-scale Evaluation=true2021.06 | 57.99 | 53.68 | 68.49 | 55.03 | 54.78 | |
| BAMVersion=TaP2025.12 | 57.85 | 54.97 | 56.21 | 62.56 | 57.65 | |
| RPMMsBackbone=ResNet50, Shot=5-shot, Way=1-way2021.06 | 57.3 | 56.28 | 67.34 | 54.52 | 51 | |
| SimPropNetBackbone=ResNet50, Shot=1-shot, Way=1-way2021.06 | 57.19 | 54.86 | 67.33 | 54.52 | 52.02 | |
| CANetBackbone=ResNet50, Shot=5-shot, Way=1-way2021.06 | 57.1 | 55.5 | 67.8 | 51.9 | 53.2 | |
| DANBackbone=ResNet50, Shot=1-shot, Way=1-way2021.06 | 57.1 | — | — | — | — | |
| SSTBackbone=VGG16, Shot=5-shot, Way=1-way2021.06 | 57 | 52.5 | 64.8 | 59.5 | 51.3 | |
| ASRBackbone=VGG16, Shot=5-shot, Way=1-way, Multi-scale Evaluation=false2021.06 | 56.97 | 52.52 | 66.51 | 54.98 | 53.85 | |
| ASRBackbone=ResNet50, Shot=1-shot, Way=1-way, Multi-scale Evaluation=false2021.06 | 56.94 | 53.81 | 69.56 | 51.63 | 52.76 | |
| RPMMsBackbone=ResNet50, Shot=1-shot, Way=1-way2021.06 | 56.34 | 55.15 | 66.91 | 52.61 | 50.68 | |
| PGNetBackbone=ResNet50, Shot=1-shot, Way=1-way2021.06 | 56 | 56 | 66.9 | 50.6 | 50.4 | |
| PANetBackbone=VGG16, Shot=5-shot, Way=1-way2021.06 | 55.7 | 51.8 | 64.6 | 59.8 | 46.05 | |
| CRNetBackbone=ResNet50, Shot=1-shot, Way=1-way2021.06 | 55.7 | — | — | — | — | |
| ASR*Backbone=VGG16, Shot=1-shot, Way=1-way, Multi-scale Evaluation=true2021.06 | 55.66 | 50.21 | 66.35 | 54.26 | 51.81 | |
| CANetBackbone=ResNet50, Shot=1-shot, Way=1-way2021.06 | 55.4 | 52.5 | 65.9 | 51.3 | 51.9 | |
| FWBBackbone=VGG16, Shot=5-shot, Way=1-way2021.06 | 55.08 | 50.87 | 62.86 | 56.48 | 50.09 | |
| ASRBackbone=VGG16, Shot=1-shot, Way=1-way, Multi-scale Evaluation=false2021.06 | 54.63 | 49.19 | 65.41 | 52.58 | 51.32 | |
| SSTBackbone=VGG16, Shot=1-shot, Way=1-way2021.06 | 54.3 | 50.9 | 63 | 53.6 | 49.6 | |
| DCAMAVersion=AdaptiveFSS2025.12 | 54.02 | 56.06 | 60.37 | 47.53 | 52.1 | |
| RPMMsBackbone=VGG16, Shot=5-shot, Way=1-way2021.06 | 54.01 | 50 | 66.46 | 51.94 | 47.64 | |
| RPMMsBackbone=VGG16, Shot=1-shot, Way=1-way2021.06 | 53.02 | 47.14 | 65.82 | 50.57 | 48.54 | |
| PPNetBackbone=ResNet50, Shot=1-shot, Way=1-way2021.06 | 52.84 | 48.58 | 60.58 | 55.71 | 46.47 | |
| DCAMAVersion=Vanilla2025.12 | 52.05 | 53.69 | 57.99 | 47.93 | 48.58 | |
| BAMVersion=Decoder FT2025.12 | 51.96 | 45.81 | 52.27 | 57.67 | 52.09 | |
| FWBBackbone=VGG16, Shot=1-shot, Way=1-way2021.06 | 51.9 | 47.04 | 59.64 | 52.61 | 48.27 | |
| BAMVersion=Vanilla2025.12 | 49.35 | 40.64 | 48.66 | 55.74 | 52.37 | |
| PANetBackbone=VGG16, Shot=1-shot, Way=1-way2021.06 | 48.1 | 42.3 | 58 | 51.1 | 41.2 | |
| SG-OneBackbone=VGG16, Shot=5-shot, Way=1-way2021.06 | 47.1 | 41.9 | 58.6 | 48.6 | 39.4 | |
| SG-OneBackbone=VGG16, Shot=1-shot, Way=1-way2021.06 | 46.3 | 40.2 | 58.4 | 48.4 | 38.4 | |
| OSLSMBackbone=VGG16, Shot=5-shot, Way=1-way2021.06 | 43.95 | 35.9 | 58.1 | 42.7 | 39.1 | |
| VICL frameworkK=162026.01 | 42.59 | — | — | — | — | |
| VICL frameworkK=12026.01 | 42.53 | — | — | — | — | |
| co-FCNBackbone=VGG16, Shot=1-shot, Way=1-way2021.06 | 41.1 | 36.7 | 50.6 | 44.9 | 32.4 | |
| OSLSMBackbone=VGG16, Shot=1-shot, Way=1-way2021.06 | 40.8 | 33.6 | 55.3 | 40.9 | 33.5 | |
| CONDENSERK=162026.01 | 40.52 | — | — | — | — | |
| CONDENSERK=12026.01 | 40.37 | — | — | — | — | |
| InMeMo2026.01 | 40.03 | — | — | — | — | |
| Prompt-SelF2026.01 | 39.66 | — | — | — | — |