Semantic Segmentation on PASCAL-5^i Fold-1
76.9mIoUIPMT
Evaluation Results
| Method | Links | |
|---|---|---|
| IPMTBackbone=ResNet-101, Shots=5-shot2022.10 | 76.9 | |
| IPMTBackbone=ResNet-101, Shots=1-shot2022.10 | 75.5 | |
| IPMTBackbone=ResNet-50, Shots=5-shot2022.10 | 74.7 | |
| CyCTRBackbone=ResNet-101, Shots=5-shot2022.10 | 74 | |
| IPMTBackbone=ResNet-50, Shots=1-shot2022.10 | 73.7 | |
| CyCTRBackbone=ResNet-50, Shots=5-shot2022.10 | 73.5 | |
| HSNetBackbone=ResNet-50, Shots=5-shot2022.10 | 73.2 | |
| NERTNetBackbone=ResNet-101, Shots=5-shot2022.10 | 73.2 | |
| DCPBackbone=ResNet-50, Shots=5-shot2022.10 | 73.1 | |
| NERTNetBackbone=ResNet-50, Shots=5-shot2022.10 | 72.8 | |
| CyCTRBackbone=ResNet-101, Shots=1-shot2022.10 | 72.7 | |
| NERTNetBackbone=ResNet-50, Shots=1-shot2022.10 | 72.3 | |
| NERTNetBackbone=ResNet-101, Shots=1-shot2022.10 | 71.8 | |
| DPCNShot=1-shot, Supervision=Pixel2022.04 | 71.6 | |
| RePRIBackbone=ResNet-50, Shots=5-shot2022.10 | 71.4 | |
| CyCTRBackbone=ResNet-50, Shots=1-shot2022.10 | 71 | |
| PFENetBackbone=ResNet-50, Shots=5-Shot, Params=10.8M2020.08 | 70.7 | |
| HSNetBackbone=ResNet-50, Shots=1-shot2022.10 | 70.7 | |
| PFENetBackbone=ResNet-50, Shots=5-shot2022.10 | 70.7 | |
| DPCNShot=1-shot, Supervision=Box2022.04 | 70.5 | |
| DCPBackbone=ResNet-50, Shots=1-shot2022.10 | 70.5 | |
| PFENetBackbone=ResNet-101, Shots=5-Shot, Params=10.8M2020.08 | 70.4 | |
| PFENetBackbone=ResNet-101, Shots=5-shot2022.10 | 70.4 | |
| CWTBackbone=ResNet-101, Shots=5-shot2022.10 | 70.2 | |
| PFENetBackbone=ResNet-50, Shots=1-Shot, Params=10.8M2020.08 | 69.5 | |
| PFENetBackbone=ResNet-50, Shots=1-shot2022.10 | 69.5 | |
| PFENetBackbone=ResNet-101, Shots=1-Shot, Params=10.8M2020.08 | 69.4 | |
| PFENetBackbone=ResNet-101, Shots=1-shot2022.10 | 69.4 | |
| PFENetBackbone=VGG-16, Shots=5-Shot, Params=10.4M2020.08 | 69.1 | |
| DANBackbone=ResNet-101, Shots=5-shot2022.10 | 69 | |
| DANBackbone=ResNet-101, Shots=1-shot2022.10 | 68.6 | |
| CWTBackbone=ResNet-50, Shots=5-shot2022.10 | 68.5 | |
| RePRIBackbone=ResNet-50, Shots=1-shot2022.10 | 68.3 | |
| PFENetBackbone=VGG-16, Shots=1-Shot, Params=10.4M2020.08 | 68.2 | |
| CANetBackbone=ResNet-50, Shots=5-Shot, Params=19.0M2020.08 | 67.8 | |
| PGNetBackbone=ResNet-50, Shots=5-Shot, Params=17.2M2020.08 | 67.4 | |
| FWBFBackbone=ResNet-101, Shots=5-Shot2020.08 | 67.4 | |
| RPMMsBackbone=ResNet-50, Shots=5-shot2022.10 | 67.3 | |
| PGNetBackbone=ResNet-50, Shots=1-Shot, Params=17.2M2020.08 | 66.9 | |
| RPMMsBackbone=ResNet-50, Shots=1-shot2022.10 | 66.9 | |
| CANetBackbone=ResNet-50, Shots=1-Shot, Params=19.0M2020.08 | 65.9 | |
| CWTBackbone=ResNet-101, Shots=1-shot2022.10 | 65.2 | |
| PANetBackbone=VGG-16, Shots=5-Shot, Params=14.7M2020.08 | 64.6 | |
| FWBFBackbone=ResNet-101, Shots=1-Shot2020.08 | 64.5 | |
| FWBFBackbone=VGG-16, Shots=5-Shot2020.08 | 62.9 | |
| CWTBackbone=ResNet-50, Shots=1-shot2022.10 | 62 | |
| FWBFBackbone=VGG-16, Shots=1-Shot2020.08 | 59.6 | |
| SG-OneBackbone=VGG-16, Shots=5-Shot, Params=19.0M2020.08 | 58.6 | |
| SG-OneBackbone=VGG-16, Shots=1-Shot, Params=19.0M2020.08 | 58.4 | |
| OSLSMBackbone=VGG-16, Shots=5-Shot, Params=276.7M2020.08 | 58.1 | |
| PANetBackbone=VGG-16, Shots=1-Shot, Params=14.7M2020.08 | 58 | |
| AMPBackbone=VGG-16, Shots=5-Shot, Params=34.7M2020.08 | 55.5 | |
| VICL frameworkType=Ensemble, K=162026.01 | 55.42 | |
| OSLSMBackbone=VGG-16, Shots=1-Shot, Params=276.7M2020.08 | 55.3 | |
| VICL frameworkType=Ensemble, K=12026.01 | 54.26 | |
| CONDENSERType=Fusion, K=162026.01 | 52.06 | |
| co-FCNBackbone=VGG-16, Shots=1-Shot, Params=34.2M2020.08 | 50.6 | |
| CONDENSERType=Fusion, K=12026.01 | 50.31 | |
| AMPBackbone=VGG-16, Shots=1-Shot, Params=34.7M2020.08 | 50.2 | |
| co-FCNBackbone=VGG-16, Shots=5-Shot, Params=34.2M2020.08 | 50 | |
| InMeMoType=Prompt Selection2026.01 | 47.68 | |
| VICL frameworkK=162026.01 | 47.18 | |
| VICL frameworkK=12026.01 | 47.05 | |
| Partial2Global w/ votingType=Voting2026.01 | 45.5 | |
| CONDENSERK=162026.01 | 44.85 | |
| CONDENSERK=12026.01 | 44.54 | |
| Task-Level PromptingType=Prompt Selection2026.01 | 44.37 | |
| InMeMo2026.01 | 43.82 | |
| Prompt-Self w/ votingType=Voting2026.01 | 43.34 | |
| Prompt-SelF2026.01 | 42.14 | |
| Partial2GlobalType=Prompt Selection2026.01 | 41.54 | |
| SupPRType=Single2026.01 | 38.43 | |
| Prompt-SelfType=Prompt Selection2026.01 | 38.25 | |
| UnsupPRType=Single2026.01 | 35.92 | |
| RandomType=Single2026.01 | 30.21 |