Semantic Segmentation on PASCAL-5^i Fold-3
67.1mIoUHSNet
Evaluation Results
| Method | Links | |
|---|---|---|
| HSNetBackbone=ResNet-50, Shots=5-shot2022.10 | 67.1 | |
| NERTNetBackbone=ResNet-101, Shots=5-shot2022.10 | 66.8 | |
| IPMTBackbone=ResNet-101, Shots=5-shot2022.10 | 65.1 | |
| DCPBackbone=ResNet-50, Shots=5-shot2022.10 | 64.5 | |
| CyCTRBackbone=ResNet-50, Shots=5-shot2022.10 | 63.5 | |
| IPMTBackbone=ResNet-50, Shots=5-shot2022.10 | 63.4 | |
| NERTNetBackbone=ResNet-50, Shots=5-shot2022.10 | 62.2 | |
| IPMTBackbone=ResNet-50, Shots=1-shot2022.10 | 61.6 | |
| IPMTBackbone=ResNet-101, Shots=1-shot2022.10 | 61.2 | |
| DPCNShot=1-shot, Supervision=Pixel2022.04 | 60.6 | |
| HSNetBackbone=ResNet-50, Shots=1-shot2022.10 | 60.5 | |
| CyCTRBackbone=ResNet-101, Shots=5-shot2022.10 | 60.2 | |
| NERTNetBackbone=ResNet-50, Shots=1-shot2022.10 | 59.8 | |
| CyCTRBackbone=ResNet-50, Shots=1-shot2022.10 | 59.7 | |
| RePRIBackbone=ResNet-50, Shots=5-shot2022.10 | 59.3 | |
| CyCTRBackbone=ResNet-101, Shots=1-shot2022.10 | 58.6 | |
| NERTNetBackbone=ResNet-101, Shots=1-shot2022.10 | 58.3 | |
| PFENetBackbone=ResNet-50, Shots=5-Shot, Params=10.8M2020.08 | 57.9 | |
| PFENetBackbone=ResNet-50, Shots=5-shot2022.10 | 57.9 | |
| PFENetBackbone=ResNet-101, Shots=5-Shot, Params=10.8M2020.08 | 57.6 | |
| PFENetBackbone=ResNet-101, Shots=5-shot2022.10 | 57.6 | |
| CWTBackbone=ResNet-101, Shots=5-shot2022.10 | 57.2 | |
| CWTBackbone=ResNet-50, Shots=5-shot2022.10 | 56.6 | |
| PFENetBackbone=ResNet-50, Shots=1-Shot, Params=10.8M2020.08 | 56.3 | |
| PFENetBackbone=ResNet-50, Shots=1-shot2022.10 | 56.3 | |
| PFENetBackbone=ResNet-101, Shots=1-Shot, Params=10.8M2020.08 | 55.9 | |
| PFENetBackbone=ResNet-101, Shots=1-shot2022.10 | 55.9 | |
| DCPBackbone=ResNet-50, Shots=1-shot2022.10 | 55.7 | |
| DPCNShot=1-shot, Supervision=Box2022.04 | 55.5 | |
| FWBFBackbone=ResNet-101, Shots=5-Shot2020.08 | 55.3 | |
| DANBackbone=ResNet-101, Shots=5-shot2022.10 | 54.9 | |
| CANetBackbone=ResNet-50, Shots=5-Shot, Params=19.0M2020.08 | 53.2 | |
| PGNetBackbone=ResNet-50, Shots=5-Shot, Params=17.2M2020.08 | 53 | |
| PFENetBackbone=VGG-16, Shots=5-Shot, Params=10.4M2020.08 | 52.9 | |
| PFENetBackbone=VGG-16, Shots=1-Shot, Params=10.4M2020.08 | 52.4 | |
| FWBFBackbone=ResNet-101, Shots=1-Shot2020.08 | 52.2 | |
| CANetBackbone=ResNet-50, Shots=1-Shot, Params=19.0M2020.08 | 51.9 | |
| DANBackbone=ResNet-101, Shots=1-shot2022.10 | 51.6 | |
| RPMMsBackbone=ResNet-50, Shots=5-shot2022.10 | 51 | |
| RPMMsBackbone=ResNet-50, Shots=1-shot2022.10 | 50.7 | |
| PGNetBackbone=ResNet-50, Shots=1-Shot, Params=17.2M2020.08 | 50.4 | |
| FWBFBackbone=VGG-16, Shots=5-Shot2020.08 | 50.1 | |
| VICL frameworkType=Ensemble, K=162026.01 | 48.98 | |
| CWTBackbone=ResNet-101, Shots=1-shot2022.10 | 48.8 | |
| RePRIBackbone=ResNet-50, Shots=1-shot2022.10 | 48.5 | |
| FWBFBackbone=VGG-16, Shots=1-Shot2020.08 | 48.3 | |
| CWTBackbone=ResNet-50, Shots=1-shot2022.10 | 47.2 | |
| PANetBackbone=VGG-16, Shots=5-Shot, Params=14.7M2020.08 | 46.5 | |
| VICL frameworkType=Ensemble, K=12026.01 | 45.74 | |
| CONDENSERType=Fusion, K=162026.01 | 44.58 | |
| CONDENSERType=Fusion, K=12026.01 | 41.9 | |
| PANetBackbone=VGG-16, Shots=1-Shot, Params=14.7M2020.08 | 41.2 | |
| InMeMoType=Prompt Selection2026.01 | 40.8 | |
| Partial2Global w/ votingType=Voting2026.01 | 40.22 | |
| AMPBackbone=VGG-16, Shots=5-Shot, Params=34.7M2020.08 | 39.9 | |
| SG-OneBackbone=VGG-16, Shots=5-Shot, Params=19.0M2020.08 | 39.4 | |
| OSLSMBackbone=VGG-16, Shots=5-Shot, Params=276.7M2020.08 | 39.1 | |
| VICL frameworkK=162026.01 | 38.71 | |
| Prompt-SelF2026.01 | 38.52 | |
| Prompt-Self w/ votingType=Voting2026.01 | 38.5 | |
| SG-OneBackbone=VGG-16, Shots=1-Shot, Params=19.0M2020.08 | 38.4 | |
| VICL frameworkK=12026.01 | 38.02 | |
| InMeMo2026.01 | 37.12 | |
| CONDENSERK=12026.01 | 36.33 | |
| Partial2GlobalType=Prompt Selection2026.01 | 36.01 | |
| CONDENSERK=162026.01 | 35.84 | |
| AMPBackbone=VGG-16, Shots=1-Shot, Params=34.7M2020.08 | 34.7 | |
| co-FCNBackbone=VGG-16, Shots=5-Shot, Params=34.2M2020.08 | 33.9 | |
| OSLSMBackbone=VGG-16, Shots=1-Shot, Params=276.7M2020.08 | 33.5 | |
| Prompt-SelfType=Prompt Selection2026.01 | 33.37 | |
| co-FCNBackbone=VGG-16, Shots=1-Shot, Params=34.2M2020.08 | 32.4 | |
| Task-Level PromptingType=Prompt Selection2026.01 | 32.4 | |
| SupPRType=Single2026.01 | 32.32 | |
| UnsupPRType=Single2026.01 | 31.16 | |
| RandomType=Single2026.01 | 23.55 |