Semantic Segmentation on PASCAL VOC Augmented 2012
82.04mIoUAllSpark
Evaluation Results
| Method | Links | |
|---|---|---|
| AllSparkLabeling Ratio=1/8, Labeled Samples=1323, Split Protocol=U2PL split2024.03 | 82.04 | |
| UniMatchLabeling Ratio=1/8, Labeled Samples=1323, Split Protocol=U2PL split2024.03 | 81.92 | |
| AllSparkLabeling Ratio=1/16, Labeled Samples=662, Split Protocol=U2PL split2024.03 | 81.56 | |
| AllSparkLabeling Ratio=1/2, Labeled Samples=5291, Split Protocol=standard2024.03 | 81.14 | |
| AllSparkLabeling Ratio=1/2, Labeled Samples=5291, Split Protocol=U2PL split2024.03 | 81.13 | |
| GTA-SegLabeling Ratio=1/2, Labeled Samples=5291, Split Protocol=U2PL split2024.03 | 81.01 | |
| LogicDiagLabeling Ratio=1/2, Labeled Samples=5291, Split Protocol=U2PL split2024.03 | 81 | |
| DGCLLabeling Ratio=1/2, Labeled Samples=5291, Split Protocol=standard2024.03 | 80.96 | |
| UniMatchLabeling Ratio=1/16, Labeled Samples=662, Split Protocol=U2PL split2024.03 | 80.94 | |
| SemiCVTLabeling Ratio=1/2, Labeled Samples=5291, Split Protocol=U2PL split2024.03 | 80.92 | |
| AllSparkLabeling Ratio=1/4, Labeled Samples=2646, Split Protocol=U2PL split2024.03 | 80.92 | |
| LogicDiagLabeling Ratio=1/4, Labeled Samples=2646, Split Protocol=U2PL split2024.03 | 80.62 | |
| GTA-SegLabeling Ratio=1/4, Labeled Samples=2646, Split Protocol=U2PL split2024.03 | 80.57 | |
| U2PLLabeling Ratio=1/2, Labeled Samples=5291, Split Protocol=U2PL split2024.03 | 80.5 | |
| GTA-SegLabeling Ratio=1/8, Labeled Samples=1323, Split Protocol=U2PL split2024.03 | 80.47 | |
| AllSparkLabeling Ratio=1/4, Labeled Samples=2646, Split Protocol=standard2024.03 | 80.42 | |
| UniMatchLabeling Ratio=1/4, Labeled Samples=2646, Split Protocol=U2PL split2024.03 | 80.41 | |
| AELLabeling Ratio=1/2, Labeled Samples=5291, Split Protocol=standard2024.03 | 80.29 | |
| LogicDiagLabeling Ratio=1/8, Labeled Samples=1323, Split Protocol=U2PL split2024.03 | 80.24 | |
| SemiCVTLabeling Ratio=1/4, Labeled Samples=2646, Split Protocol=U2PL split2024.03 | 80.2 | |
| CFCGLabeling Ratio=1/2, Labeled Samples=5291, Split Protocol=standard2024.03 | 80.18 | |
| ESLLabeling Ratio=1/2, Labeled Samples=5291, Split Protocol=standard2024.03 | 79.98 | |
| AllSparkLabeling Ratio=1/8, Labeled Samples=1323, Split Protocol=standard2024.03 | 79.98 | |
| CFCGLabeling Ratio=1/4, Labeled Samples=2646, Split Protocol=standard2024.03 | 79.96 | |
| SemiCVTLabeling Ratio=1/8, Labeled Samples=1323, Split Protocol=U2PL split2024.03 | 79.95 | |
| PS-MTLabeling Ratio=1/2, Labeled Samples=5291, Split Protocol=standard2024.03 | 79.76 | |
| LogicDiagLabeling Ratio=1/16, Labeled Samples=662, Split Protocol=U2PL split2024.03 | 79.65 | |
| DLGLabeling Ratio=1/2, Labeled Samples=5291, Split Protocol=standard2024.03 | 79.54 | |
| DGCLLabeling Ratio=1/4, Labeled Samples=2646, Split Protocol=standard2024.03 | 79.31 | |
| DLGLabeling Ratio=1/8, Labeled Samples=1323, Split Protocol=standard2024.03 | 79.31 | |
| U2PLLabeling Ratio=1/4, Labeled Samples=2646, Split Protocol=U2PL split2024.03 | 79.3 | |
| UniMatchLabeling Ratio=1/4, Labeled Samples=2646, Split Protocol=standard2024.03 | 79.2 | |
| DLGLabeling Ratio=1/4, Labeled Samples=2646, Split Protocol=standard2024.03 | 79.14 | |
| CFCGLabeling Ratio=1/8, Labeled Samples=1323, Split Protocol=standard2024.03 | 79.1 | |
| ESLLabeling Ratio=1/4, Labeled Samples=2646, Split Protocol=standard2024.03 | 79.02 | |
| U2PLLabeling Ratio=1/8, Labeled Samples=1323, Split Protocol=U2PL split2024.03 | 79.01 | |
| CCVCLabeling Ratio=1/4, Labeled Samples=2646, Split Protocol=standard2024.03 | 79 | |
| AugSegLabeling Ratio=1/4, Labeled Samples=2646, Split Protocol=standard2024.03 | 78.82 | |
| PS-MTLabeling Ratio=1/4, Labeled Samples=2646, Split Protocol=standard2024.03 | 78.72 | |
| CPSLabeling Ratio=1/2, Labeled Samples=5291, Split Protocol=standard2024.03 | 78.64 | |
| ESLLabeling Ratio=1/8, Labeled Samples=1323, Split Protocol=standard2024.03 | 78.57 | |
| CCVCLabeling Ratio=1/8, Labeled Samples=1323, Split Protocol=standard2024.03 | 78.4 | |
| UniMatchLabeling Ratio=1/8, Labeled Samples=1323, Split Protocol=standard2024.03 | 78.4 | |
| DGCLLabeling Ratio=1/8, Labeled Samples=1323, Split Protocol=standard2024.03 | 78.37 | |
| AllSparkLabeling Ratio=1/16, Labeled Samples=662, Split Protocol=standard2024.03 | 78.32 | |
| FPLLabeling Ratio=1/4, Labeled Samples=2646, Split Protocol=standard2024.03 | 78.3 | |
| PS-MTLabeling Ratio=1/8, Labeled Samples=1323, Split Protocol=standard2024.03 | 78.2 | |
| AugSegLabeling Ratio=1/8, Labeled Samples=1323, Split Protocol=standard2024.03 | 78.2 | |
| SemiCVTLabeling Ratio=1/16, Labeled Samples=662, Split Protocol=U2PL split2024.03 | 78.2 | |
| UniMatchLabeling Ratio=1/16, Labeled Samples=662, Split Protocol=standard2024.03 | 78.1 | |
| AELLabeling Ratio=1/4, Labeled Samples=2646, Split Protocol=standard2024.03 | 78.06 | |
| ST++Labeling Ratio=1/8, Labeled Samples=1323, Split Protocol=standard2024.03 | 77.9 | |
| ST++Labeling Ratio=1/4, Labeled Samples=2646, Split Protocol=standard2024.03 | 77.9 | |
| GTA-SegLabeling Ratio=1/16, Labeled Samples=662, Split Protocol=U2PL split2024.03 | 77.82 | |
| FPLLabeling Ratio=1/8, Labeled Samples=1323, Split Protocol=standard2024.03 | 77.75 | |
| DLGLabeling Ratio=1/16, Labeled Samples=662, Split Protocol=standard2024.03 | 77.75 | |
| SupBaseline-ViTLabeling Ratio=1/2, Labeled Samples=5291, Split Protocol=standard2024.03 | 77.61 | |
| AELLabeling Ratio=1/8, Labeled Samples=1323, Split Protocol=standard2024.03 | 77.57 | |
| CPSLabeling Ratio=1/4, Labeled Samples=2646, Split Protocol=standard2024.03 | 77.55 | |
| U2PLLabeling Ratio=1/16, Labeled Samples=662, Split Protocol=U2PL split2024.03 | 77.21 | |
| AELLabeling Ratio=1/16, Labeled Samples=662, Split Protocol=standard2024.03 | 77.2 | |
| CCVCLabeling Ratio=1/16, Labeled Samples=662, Split Protocol=standard2024.03 | 77.2 | |
| AugSegLabeling Ratio=1/16, Labeled Samples=662, Split Protocol=standard2024.03 | 77.01 | |
| CFCGLabeling Ratio=1/16, Labeled Samples=662, Split Protocol=standard2024.03 | 76.82 | |
| SupBaseline-ViTLabeling Ratio=1/4, Labeled Samples=2646, Split Protocol=standard2024.03 | 76.62 | |
| DGCLLabeling Ratio=1/16, Labeled Samples=662, Split Protocol=standard2024.03 | 76.61 | |
| ESLLabeling Ratio=1/16, Labeled Samples=662, Split Protocol=standard2024.03 | 76.36 | |
| U2PLLabeling Ratio=1/2, Labeled Samples=5291, Split Protocol=standard2024.03 | 76.16 | |
| CutMixSegLabeling Ratio=1/2, Labeled Samples=5291, Split Protocol=standard2024.03 | 75.89 | |
| CPSLabeling Ratio=1/8, Labeled Samples=1323, Split Protocol=standard2024.03 | 75.83 | |
| PS-MTLabeling Ratio=1/16, Labeled Samples=662, Split Protocol=standard2024.03 | 75.5 | |
| FPLLabeling Ratio=1/16, Labeled Samples=662, Split Protocol=standard2024.03 | 74.98 | |
| ST++Labeling Ratio=1/16, Labeled Samples=662, Split Protocol=standard2024.03 | 74.7 | |
| CutMixSegLabeling Ratio=1/4, Labeled Samples=2646, Split Protocol=standard2024.03 | 74.25 | |
| SupBaseline-CNNLabeling Ratio=1/4, Labeled Samples=2646, Split Protocol=standard2024.03 | 74.2 | |
| U2PLLabeling Ratio=1/4, Labeled Samples=2646, Split Protocol=standard2024.03 | 73.66 | |
| SupBaseline-ViTLabeling Ratio=1/8, Labeled Samples=1323, Split Protocol=standard2024.03 | 73.2 | |
| CutMixSegLabeling Ratio=1/8, Labeled Samples=1323, Split Protocol=standard2024.03 | 72.69 | |
| CutMixSegLabeling Ratio=1/16, Labeled Samples=662, Split Protocol=standard2024.03 | 72.56 | |
| CPSLabeling Ratio=1/16, Labeled Samples=662, Split Protocol=standard2024.03 | 72.18 | |
| SupBaseline-ViTLabeling Ratio=1/16, Labeled Samples=662, Split Protocol=standard2024.03 | 72.01 | |
| SupBaseline-CNNLabeling Ratio=1/8, Labeled Samples=1323, Split Protocol=standard2024.03 | 71.1 | |
| U2PLLabeling Ratio=1/8, Labeled Samples=1323, Split Protocol=standard2024.03 | 69.15 | |
| U2PLLabeling Ratio=1/16, Labeled Samples=662, Split Protocol=standard2024.03 | 67.98 | |
| SupBaseline-CNNLabeling Ratio=1/16, Labeled Samples=662, Split Protocol=standard2024.03 | 67.5 |