Semantic Segmentation on Pascal VOC (Original set)
91.3mIoUUniMatchV2-B + PrevMatch
Evaluation results
| Method | Links | |
|---|---|---|
| UniMatchV2-B + PrevMatchEncoder=DINOv2-B, Labeled Samples=14642024.05 | 91.3 | |
| UniMatchV2-BEncoder=DINOv2-B, Labeled Samples=14642024.05 | 90.8 | |
| UniMatchV2-B + PrevMatchEncoder=DINOv2-B, Labeled Samples=7322024.05 | 90.6 | |
| UniMatchV2-B + PrevMatchEncoder=DINOv2-B, Labeled Samples=3662024.05 | 90.5 | |
| UniMatchV2-BEncoder=DINOv2-B, Labeled Samples=7322024.05 | 90 | |
| UniMatchV2-BEncoder=DINOv2-B, Labeled Samples=3662024.05 | 88.9 | |
| UniMatchV2-B + PrevMatchEncoder=DINOv2-B, Labeled Samples=1832024.05 | 88.6 | |
| UniMatchV2-S + PrevMatchEncoder=DINOv2-S, Labeled Samples=14642024.05 | 88.2 | |
| UniMatchV2-BEncoder=DINOv2-B, Labeled Samples=1832024.05 | 87.9 | |
| UniMatchV2-SEncoder=DINOv2-S, Labeled Samples=14642024.05 | 87.8 | |
| UniMatchV2-S + PrevMatchEncoder=DINOv2-S, Labeled Samples=7322024.05 | 87.5 | |
| SemiVLEncoder=CLIP-B, Labeled Samples=14642024.05 | 87.3 | |
| UniMatchV2-B + PrevMatchEncoder=DINOv2-B, Labeled Samples=922024.05 | 87.2 | |
| SemiVLEncoder=CLIP-B, Labeled Samples=7322024.05 | 86.7 | |
| UniMatchV2-SEncoder=DINOv2-S, Labeled Samples=7322024.05 | 86.7 | |
| UniMatchV2-S + PrevMatchEncoder=DINOv2-S, Labeled Samples=3662024.05 | 86.7 | |
| UniMatchV2-BEncoder=DINOv2-B, Labeled Samples=922024.05 | 86.3 | |
| UniMatchV2-S + PrevMatchEncoder=DINOv2-S, Labeled Samples=1832024.05 | 86.2 | |
| SemiVLEncoder=CLIP-B, Labeled Samples=3662024.05 | 86 | |
| UniMatchV2-SEncoder=DINOv2-S, Labeled Samples=3662024.05 | 85.9 | |
| SemiVLEncoder=CLIP-B, Labeled Samples=1832024.05 | 85.6 | |
| UniMatchV2-SEncoder=DINOv2-S, Labeled Samples=1832024.05 | 85.5 | |
| UniMatchV2-S + PrevMatchEncoder=DINOv2-S, Labeled Samples=922024.05 | 84.4 | |
| SemiVLEncoder=CLIP-B, Labeled Samples=922024.05 | 84 | |
| AllSparkEncoder=MiT-B5, Labeled Samples=14642024.05 | 82.1 | |
| AugSeg + PrevMatchEncoder=RN-101, Labeled Samples=14642024.05 | 82 | |
| CorrMatchEncoder=RN-101, Labeled Samples=14642024.05 | 81.8 | |
| Diverse Co-T.(3cps)Encoder=RN-101, Labeled Samples=14642024.05 | 81.6 | |
| UniMatch + PrevMatchEncoder=RN-101, Labeled Samples=14642024.05 | 81.6 | |
| AugSegEncoder=RN-101, Labeled Samples=14642024.05 | 81.4 | |
| UniMatchEncoder=RN-101, Labeled Samples=14642024.05 | 81.2 | |
| AugSeg + PrevMatchEncoder=RN-101, Labeled Samples=7322024.05 | 80.9 | |
| AllSparkEncoder=MiT-B5, Labeled Samples=7322024.05 | 80.8 | |
| CorrMatchEncoder=RN-101, Labeled Samples=7322024.05 | 80.6 | |
| Diverse Co-T.(3cps)Encoder=RN-101, Labeled Samples=7322024.05 | 80.4 | |
| UniMatch + PrevMatchEncoder=RN-101, Labeled Samples=7322024.05 | 80.4 | |
| AugSegEncoder=RN-101, Labeled Samples=7322024.05 | 80.3 | |
| PS-MTEncoder=RN-101, Labeled Samples=14642024.05 | 80 | |
| AugSeg + PrevMatchEncoder=RN-101, Labeled Samples=3662024.05 | 80 | |
| UniMatchEncoder=RN-101, Labeled Samples=7322024.05 | 79.9 | |
| AllSparkEncoder=MiT-B5, Labeled Samples=3662024.05 | 79.8 | |
| Diverse Co-T.(3cps)Encoder=RN-101, Labeled Samples=3662024.05 | 79.6 | |
| UniMatch + PrevMatchEncoder=RN-101, Labeled Samples=3662024.05 | 79.6 | |
| U2PLEncoder=RN-101, Labeled Samples=14642024.05 | 79.5 | |
| U2PL+Encoder=RN-101, Labeled Samples=14642024.05 | 79.5 | |
| CorrMatchEncoder=RN-101, Labeled Samples=3662024.05 | 79.4 | |
| UniMatch + PrevMatchEncoder=RN-50, Labeled Samples=14642024.05 | 79.3 | |
| UniMatchV2-SEncoder=DINOv2-S, Labeled Samples=922024.05 | 79 | |
| AugSegEncoder=RN-50, Labeled Samples=14642024.05 | 78.8 | |
| AugSegEncoder=RN-101, Labeled Samples=3662024.05 | 78.8 | |
| UniMatchEncoder=RN-101, Labeled Samples=3662024.05 | 78.8 | |
| UniMatchEncoder=RN-50, Labeled Samples=14642024.05 | 78.7 | |
| UniMatch + PrevMatchEncoder=RN-50, Labeled Samples=7322024.05 | 78.6 | |
| FixMatch + PrevMatchEncoder=RN-50, Labeled Samples=14642024.05 | 78.5 | |
| CorrMatchEncoder=RN-101, Labeled Samples=1832024.05 | 78.5 | |
| UniMatch + PrevMatchEncoder=RN-101, Labeled Samples=1832024.05 | 78.5 | |
| PS-MTEncoder=RN-101, Labeled Samples=7322024.05 | 78.4 | |
| AllSparkEncoder=MiT-B5, Labeled Samples=1832024.05 | 78.4 | |
| Dual TeacherEncoder=RN-50, Labeled Samples=14642024.05 | 78.2 | |
| FixMatchEncoder=RN-50, Labeled Samples=14642024.05 | 77.8 | |
| FixMatch + PrevMatchEncoder=RN-50, Labeled Samples=7322024.05 | 77.8 | |
| Dual TeacherEncoder=RN-50, Labeled Samples=7322024.05 | 77.7 | |
| UniMatch + PrevMatchEncoder=RN-50, Labeled Samples=3662024.05 | 77.5 | |
| AugSegEncoder=RN-50, Labeled Samples=7322024.05 | 77.4 | |
| UniMatchEncoder=RN-50, Labeled Samples=7322024.05 | 77.4 | |
| AugSeg + PrevMatchEncoder=RN-101, Labeled Samples=1832024.05 | 77.3 | |
| UniMatchEncoder=RN-101, Labeled Samples=1832024.05 | 77.2 | |
| U2PL+Encoder=RN-101, Labeled Samples=7322024.05 | 77.1 | |
| UniMatch + PrevMatchEncoder=RN-101, Labeled Samples=922024.05 | 77 | |
| FixMatchEncoder=RN-50, Labeled Samples=7322024.05 | 76.8 | |
| Diverse Co-T.(3cps)Encoder=RN-101, Labeled Samples=1832024.05 | 76.8 | |
| PS-MTEncoder=RN-101, Labeled Samples=3662024.05 | 76.6 | |
| Dual TeacherEncoder=RN-50, Labeled Samples=3662024.05 | 76.4 | |
| CorrMatchEncoder=RN-101, Labeled Samples=922024.05 | 76.4 | |
| AugSegEncoder=RN-50, Labeled Samples=3662024.05 | 76.2 | |
| U2PLEncoder=RN-101, Labeled Samples=7322024.05 | 76.2 | |
| AllSparkEncoder=MiT-B5, Labeled Samples=922024.05 | 76.1 | |
| UniMatchEncoder=RN-50, Labeled Samples=3662024.05 | 76 | |
| FixMatch + PrevMatchEncoder=RN-50, Labeled Samples=3662024.05 | 75.7 | |
| AugSegEncoder=RN-101, Labeled Samples=1832024.05 | 75.5 | |
| UniMatch + PrevMatchEncoder=RN-50, Labeled Samples=1832024.05 | 75.4 | |
| Diverse Co-T.(3cps)Encoder=RN-101, Labeled Samples=922024.05 | 75.4 | |
| UniMatchEncoder=RN-101, Labeled Samples=922024.05 | 75.2 | |
| U2PL+Encoder=RN-101, Labeled Samples=3662024.05 | 75 | |
| Dual TeacherEncoder=RN-50, Labeled Samples=1832024.05 | 74.5 | |
| U2PLEncoder=RN-101, Labeled Samples=3662024.05 | 73.7 | |
| UniMatch + PrevMatchEncoder=RN-50, Labeled Samples=922024.05 | 73.4 | |
| U2PL+Encoder=RN-101, Labeled Samples=1832024.05 | 73.4 | |
| AugSeg + PrevMatchEncoder=RN-101, Labeled Samples=922024.05 | 73.4 | |
| FixMatchEncoder=RN-50, Labeled Samples=3662024.05 | 73.2 | |
| FixMatch + PrevMatchEncoder=RN-50, Labeled Samples=1832024.05 | 73.1 | |
| UniMatchEncoder=RN-50, Labeled Samples=1832024.05 | 72.5 | |
| AugSegEncoder=RN-50, Labeled Samples=1832024.05 | 72.2 | |
| UniMatchEncoder=RN-50, Labeled Samples=922024.05 | 71.9 | |
| AugSegEncoder=RN-101, Labeled Samples=922024.05 | 71.1 | |
| Dual TeacherEncoder=RN-50, Labeled Samples=922024.05 | 70.8 | |
| FixMatchEncoder=RN-50, Labeled Samples=1832024.05 | 70.3 | |
| PS-MTEncoder=RN-101, Labeled Samples=1832024.05 | 69.6 | |
| U2PL+Encoder=RN-101, Labeled Samples=922024.05 | 69.3 | |
| U2PLEncoder=RN-101, Labeled Samples=1832024.05 | 69.2 |