Semantic Segmentation on PASCAL-5^i Fold-2
71.1mIoURePRI
Evaluation Results
| Method | Links | |
|---|---|---|
| RePRIBackbone=ResNet-50, Shots=5-shot2022.10 | 71.1 | |
| DPCNShot=1-shot, Supervision=Pixel2022.04 | 69.1 | |
| CWTBackbone=ResNet-101, Shots=5-shot2022.10 | 68.8 | |
| CWTBackbone=ResNet-50, Shots=5-shot2022.10 | 68.5 | |
| HSNetBackbone=ResNet-50, Shots=5-shot2022.10 | 67.4 | |
| DCPBackbone=ResNet-50, Shots=5-shot2022.10 | 66.4 | |
| CyCTRBackbone=ResNet-50, Shots=5-shot2022.10 | 63.8 | |
| DPCNShot=1-shot, Supervision=Box2022.04 | 63.2 | |
| FWBFBackbone=ResNet-101, Shots=5-Shot2020.08 | 62.2 | |
| RePRIBackbone=ResNet-50, Shots=1-shot2022.10 | 62.1 | |
| NERTNetBackbone=ResNet-50, Shots=5-shot2022.10 | 61.7 | |
| IPMTBackbone=ResNet-50, Shots=5-shot2022.10 | 61.6 | |
| DCPBackbone=ResNet-50, Shots=1-shot2022.10 | 61.2 | |
| CWTBackbone=ResNet-101, Shots=1-shot2022.10 | 61.2 | |
| HSNetBackbone=ResNet-50, Shots=1-shot2022.10 | 60.3 | |
| DANBackbone=ResNet-101, Shots=5-shot2022.10 | 60.1 | |
| NERTNetBackbone=ResNet-101, Shots=5-shot2022.10 | 60.1 | |
| CWTBackbone=ResNet-50, Shots=1-shot2022.10 | 59.9 | |
| PANetBackbone=VGG-16, Shots=5-Shot, Params=14.7M2020.08 | 59.8 | |
| IPMTBackbone=ResNet-101, Shots=5-shot2022.10 | 59.6 | |
| CyCTRBackbone=ResNet-50, Shots=1-shot2022.10 | 59.5 | |
| NERTNetBackbone=ResNet-50, Shots=1-shot2022.10 | 59.4 | |
| IPMTBackbone=ResNet-50, Shots=1-shot2022.10 | 59.2 | |
| NERTNetBackbone=ResNet-101, Shots=1-shot2022.10 | 59.1 | |
| CyCTRBackbone=ResNet-101, Shots=5-shot2022.10 | 58.6 | |
| IPMTBackbone=ResNet-101, Shots=1-shot2022.10 | 58 | |
| DANBackbone=ResNet-101, Shots=1-shot2022.10 | 57.8 | |
| FWBFBackbone=ResNet-101, Shots=1-Shot2020.08 | 56.7 | |
| FWBFBackbone=VGG-16, Shots=5-Shot2020.08 | 56.5 | |
| CyCTRBackbone=ResNet-101, Shots=1-shot2022.10 | 56.5 | |
| PFENetBackbone=ResNet-50, Shots=5-Shot, Params=10.8M2020.08 | 55.8 | |
| PFENetBackbone=ResNet-50, Shots=5-shot2022.10 | 55.8 | |
| PFENetBackbone=ResNet-50, Shots=1-Shot, Params=10.8M2020.08 | 55.4 | |
| PFENetBackbone=ResNet-50, Shots=1-shot2022.10 | 55.4 | |
| PFENetBackbone=ResNet-101, Shots=5-Shot, Params=10.8M2020.08 | 54.9 | |
| PFENetBackbone=ResNet-101, Shots=5-shot2022.10 | 54.9 | |
| PFENetBackbone=VGG-16, Shots=5-Shot, Params=10.4M2020.08 | 54.8 | |
| RPMMsBackbone=ResNet-50, Shots=5-shot2022.10 | 54.5 | |
| PFENetBackbone=VGG-16, Shots=1-Shot, Params=10.4M2020.08 | 54.4 | |
| PFENetBackbone=ResNet-101, Shots=1-Shot, Params=10.8M2020.08 | 54.4 | |
| PFENetBackbone=ResNet-101, Shots=1-shot2022.10 | 54.4 | |
| FWBFBackbone=VGG-16, Shots=1-Shot2020.08 | 52.6 | |
| RPMMsBackbone=ResNet-50, Shots=1-shot2022.10 | 52.6 | |
| CANetBackbone=ResNet-50, Shots=5-Shot, Params=19.0M2020.08 | 51.9 | |
| PGNetBackbone=ResNet-50, Shots=5-Shot, Params=17.2M2020.08 | 51.8 | |
| CANetBackbone=ResNet-50, Shots=1-Shot, Params=19.0M2020.08 | 51.3 | |
| PANetBackbone=VGG-16, Shots=1-Shot, Params=14.7M2020.08 | 51.1 | |
| PGNetBackbone=ResNet-50, Shots=1-Shot, Params=17.2M2020.08 | 50.6 | |
| AMPBackbone=VGG-16, Shots=5-Shot, Params=34.7M2020.08 | 50.3 | |
| SG-OneBackbone=VGG-16, Shots=5-Shot, Params=19.0M2020.08 | 48.6 | |
| SG-OneBackbone=VGG-16, Shots=1-Shot, Params=19.0M2020.08 | 48.4 | |
| VICL frameworkType=Ensemble, K=162026.01 | 47.57 | |
| VICL frameworkType=Ensemble, K=12026.01 | 47.23 | |
| AMPBackbone=VGG-16, Shots=1-Shot, Params=34.7M2020.08 | 46.7 | |
| co-FCNBackbone=VGG-16, Shots=1-Shot, Params=34.2M2020.08 | 44.9 | |
| CONDENSERType=Fusion, K=162026.01 | 44.33 | |
| co-FCNBackbone=VGG-16, Shots=5-Shot, Params=34.2M2020.08 | 44.1 | |
| OSLSMBackbone=VGG-16, Shots=5-Shot, Params=276.7M2020.08 | 42.7 | |
| InMeMoType=Prompt Selection2026.01 | 42.43 | |
| CONDENSERType=Fusion, K=12026.01 | 42.2 | |
| VICL frameworkK=12026.01 | 42.17 | |
| VICL frameworkK=162026.01 | 41.92 | |
| Partial2Global w/ votingType=Voting2026.01 | 41.79 | |
| CONDENSERK=162026.01 | 41.03 | |
| OSLSMBackbone=VGG-16, Shots=1-Shot, Params=276.7M2020.08 | 40.9 | |
| InMeMo2026.01 | 40.45 | |
| CONDENSERK=12026.01 | 40.23 | |
| Prompt-Self w/ votingType=Voting2026.01 | 39.76 | |
| Task-Level PromptingType=Prompt Selection2026.01 | 37.93 | |
| Prompt-SelF2026.01 | 37.84 | |
| Partial2GlobalType=Prompt Selection2026.01 | 37.25 | |
| Prompt-SelfType=Prompt Selection2026.01 | 35.86 | |
| SupPRType=Single2026.01 | 34.4 | |
| UnsupPRType=Single2026.01 | 32.41 | |
| RandomType=Single2026.01 | 27.81 |