Semantic Segmentation on PASCAL-5^i Fold-0
75.3mIoUIPMT
Evaluation Results
| Method | Links | |
|---|---|---|
| IPMTBackbone=ResNet-101, Shots=5-shot2022.10 | 75.3 | |
| CyCTRBackbone=ResNet-101, Shots=5-shot2022.10 | 73.5 | |
| IPMTBackbone=ResNet-50, Shots=5-shot2022.10 | 73.1 | |
| IPMTBackbone=ResNet-50, Shots=1-shot2022.10 | 72.8 | |
| IPMTBackbone=ResNet-101, Shots=1-shot2022.10 | 71.6 | |
| HSNetBackbone=ResNet-50, Shots=5-shot2022.10 | 70.3 | |
| CyCTRBackbone=ResNet-50, Shots=5-shot2022.10 | 69.3 | |
| CyCTRBackbone=ResNet-101, Shots=1-shot2022.10 | 69.3 | |
| NERTNetBackbone=ResNet-101, Shots=5-shot2022.10 | 67.9 | |
| DCPBackbone=ResNet-50, Shots=5-shot2022.10 | 67.2 | |
| NERTNetBackbone=ResNet-50, Shots=5-shot2022.10 | 66.2 | |
| DPCNShot=1-shot, Supervision=Pixel2022.04 | 65.7 | |
| CyCTRBackbone=ResNet-50, Shots=1-shot2022.10 | 65.7 | |
| NERTNetBackbone=ResNet-101, Shots=1-shot2022.10 | 65.5 | |
| NERTNetBackbone=ResNet-50, Shots=1-shot2022.10 | 65.4 | |
| RePRIBackbone=ResNet-50, Shots=5-shot2022.10 | 64.6 | |
| HSNetBackbone=ResNet-50, Shots=1-shot2022.10 | 64.3 | |
| DCPBackbone=ResNet-50, Shots=1-shot2022.10 | 63.8 | |
| PFENetBackbone=ResNet-50, Shots=5-Shot, Params=10.8M2020.08 | 63.1 | |
| PFENetBackbone=ResNet-50, Shots=5-shot2022.10 | 63.1 | |
| PFENetBackbone=ResNet-101, Shots=5-Shot, Params=10.8M2020.08 | 62.8 | |
| PFENetBackbone=ResNet-101, Shots=5-shot2022.10 | 62.8 | |
| CWTBackbone=ResNet-101, Shots=5-shot2022.10 | 62.6 | |
| PFENetBackbone=ResNet-50, Shots=1-Shot, Params=10.8M2020.08 | 61.7 | |
| PFENetBackbone=ResNet-50, Shots=1-shot2022.10 | 61.7 | |
| CWTBackbone=ResNet-50, Shots=5-shot2022.10 | 61.3 | |
| PFENetBackbone=ResNet-101, Shots=1-Shot, Params=10.8M2020.08 | 60.5 | |
| PFENetBackbone=ResNet-101, Shots=1-shot2022.10 | 60.5 | |
| DPCNShot=1-shot, Supervision=Box2022.04 | 59.8 | |
| RePRIBackbone=ResNet-50, Shots=1-shot2022.10 | 59.8 | |
| PFENetBackbone=VGG-16, Shots=5-Shot, Params=10.4M2020.08 | 59 | |
| DANBackbone=ResNet-101, Shots=5-shot2022.10 | 57.9 | |
| PFENetBackbone=VGG-16, Shots=1-Shot, Params=10.4M2020.08 | 56.9 | |
| CWTBackbone=ResNet-101, Shots=1-shot2022.10 | 56.9 | |
| CWTBackbone=ResNet-50, Shots=1-shot2022.10 | 56.3 | |
| RPMMsBackbone=ResNet-50, Shots=5-shot2022.10 | 56.3 | |
| PGNetBackbone=ResNet-50, Shots=1-Shot, Params=17.2M2020.08 | 56 | |
| CANetBackbone=ResNet-50, Shots=5-Shot, Params=19.0M2020.08 | 55.5 | |
| RPMMsBackbone=ResNet-50, Shots=1-shot2022.10 | 55.2 | |
| PGNetBackbone=ResNet-50, Shots=5-Shot, Params=17.2M2020.08 | 54.9 | |
| FWBFBackbone=ResNet-101, Shots=5-Shot2020.08 | 54.8 | |
| DANBackbone=ResNet-101, Shots=1-shot2022.10 | 54.7 | |
| CANetBackbone=ResNet-50, Shots=1-Shot, Params=19.0M2020.08 | 52.5 | |
| PANetBackbone=VGG-16, Shots=5-Shot, Params=14.7M2020.08 | 51.8 | |
| FWBFBackbone=ResNet-101, Shots=1-Shot2020.08 | 51.3 | |
| FWBFBackbone=VGG-16, Shots=5-Shot2020.08 | 50.9 | |
| VICL frameworkType=Ensemble, K=162026.01 | 49.32 | |
| VICL frameworkType=Ensemble, K=12026.01 | 48.57 | |
| FWBFBackbone=VGG-16, Shots=1-Shot2020.08 | 47 | |
| CONDENSERType=Fusion, K=162026.01 | 45.53 | |
| Partial2Global w/ votingType=Voting2026.01 | 43.23 | |
| VICL frameworkK=12026.01 | 42.86 | |
| VICL frameworkK=162026.01 | 42.56 | |
| Prompt-Self w/ votingType=Voting2026.01 | 42.48 | |
| PANetBackbone=VGG-16, Shots=1-Shot, Params=14.7M2020.08 | 42.3 | |
| CONDENSERType=Fusion, K=12026.01 | 42.13 | |
| SG-OneBackbone=VGG-16, Shots=5-Shot, Params=19.0M2020.08 | 41.9 | |
| AMPBackbone=VGG-16, Shots=1-Shot, Params=34.7M2020.08 | 41.9 | |
| AMPBackbone=VGG-16, Shots=5-Shot, Params=34.7M2020.08 | 41.8 | |
| InMeMoType=Prompt Selection2026.01 | 41.65 | |
| CONDENSERK=12026.01 | 40.39 | |
| CONDENSERK=162026.01 | 40.37 | |
| SG-OneBackbone=VGG-16, Shots=1-Shot, Params=19.0M2020.08 | 40.2 | |
| Prompt-SelF2026.01 | 40.13 | |
| Task-Level PromptingType=Prompt Selection2026.01 | 39.09 | |
| Partial2GlobalType=Prompt Selection2026.01 | 38.81 | |
| InMeMo2026.01 | 38.74 | |
| co-FCNBackbone=VGG-16, Shots=5-Shot, Params=34.2M2020.08 | 37.5 | |
| SupPRType=Single2026.01 | 37.08 | |
| co-FCNBackbone=VGG-16, Shots=1-Shot, Params=34.2M2020.08 | 36.7 | |
| OSLSMBackbone=VGG-16, Shots=5-Shot, Params=276.7M2020.08 | 35.9 | |
| Prompt-SelfType=Prompt Selection2026.01 | 35.69 | |
| UnsupPRType=Single2026.01 | 34.75 | |
| OSLSMBackbone=VGG-16, Shots=1-Shot, Params=276.7M2020.08 | 33.6 | |
| RandomType=Single2026.01 | 28.66 |