Semantic Segmentation on PASCAL VOC Original (Full) 2012 (train)
90.8mIoUUniMatch V2
Evaluation Results
| Method | Links | |
|---|---|---|
| UniMatch V2Encoder=DINOv2-B, #Params=97.5M2024.10 | 90.8 | |
| Labeled Only (86.5)Encoder=DINOv2-B2024.10 | 88.3 | |
| UniMatch V2Encoder=DINOv2-S, #Params=24.8M2024.10 | 87.8 | |
| SemiVLVenue=ECCV’24, Encoder=CLIP-B, #Params=88.0M2024.10 | 87.3 | |
| Labeled Only (85.0)Encoder=DINOv2-S2024.10 | 85.6 | |
| UniMatch V1Venue=CVPR’23, Encoder=CLIP-B, #Params=88.0M2024.10 | 84 | |
| AllSparkVenue=CVPR’24, Encoder=MiT-B5, #Params=89.3M2024.10 | 82.1 | |
| Diverse CoTVenue=ICCV’23, Encoder=RN-101, #Params=59.5M2024.10 | 82 | |
| DDFPVenue=CVPR’24, Encoder=RN-101, #Params=59.5M2024.10 | 82 | |
| ESLVenue=ICCV’23, Encoder=RN-101, #Params=59.5M2024.10 | 81.8 | |
| CorrMatchVenue=CVPR’24, Encoder=RN-101, #Params=59.5M2024.10 | 81.8 | |
| BeyondPixelsVenue=ECCV’24, Encoder=RN-101, #Params=59.5M2024.10 | 81.7 | |
| DAWVenue=NeurIPS’23, Encoder=RN-101, #Params=59.5M2024.10 | 81.5 | |
| AugSegVenue=CVPR’23, Encoder=RN-101, #Params=59.5M2024.10 | 81.4 | |
| iMASVenue=CVPR’23, Encoder=RN-101, #Params=59.5M2024.10 | 81.2 | |
| UniMatch V1Venue=CVPR’23, Encoder=RN-101, #Params=59.5M2024.10 | 81.2 | |
| PCRVenue=NeurIPS’22, Encoder=RN-101, #Params=59.5M2024.10 | 80.7 | |
| CCVCBackbone=ResNet-101, Crop Size=512, Training Epochs=402023.03 | 80.5 | |
| GTA-SegVenue=NeurIPS’22, Encoder=RN-101, #Params=59.5M2024.10 | 80.5 | |
| PS-MTBackbone=ResNet-101, Crop Size=512, Training Epochs=802023.03 | 80 | |
| PS-MTVenue=CVPR’22, Encoder=RN-101, #Params=59.5M2024.10 | 80 | |
| U2PLBackbone=ResNet-101, Crop Size=512, Training Epochs=802023.03 | 79.5 | |
| U2PLVenue=CVPR’22, Encoder=RN-101, #Params=59.5M2024.10 | 79.5 | |
| ST++Backbone=ResNet-101, Crop Size=512, Training Epochs=802023.03 | 79.1 | |
| ST++Venue=CVPR’22, Encoder=RN-101, #Params=59.5M2024.10 | 79.1 | |
| CutMix-SegBackbone=ResNet-101, Crop Size=512, Training Epochs=802023.03 | 76.5 | |
| PC2SegBackbone=ResNet-101, Crop Size=512, Training Epochs=802023.03 | 74.2 | |
| Supervised BaselineBackbone=ResNet-101, Crop Size=512, Training Epochs=802023.03 | 73.5 | |
| Labeled OnlyEncoder=RN-101, #Params=59.5M2024.10 | 73.5 | |
| PseudoSegBackbone=ResNet-101, Crop Size=512, Training Epochs=802023.03 | 73.2 |