Semantic Segmentation on Pascal VOC blended 2012 (train)
80.9mIoUUniMatch
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| UniMatchBackbone=ResNet-101, Training Resolution=513, Labeled Ratio=1/16, Data Selection=Prioritize high-quality set2022.08 | 80.9 | — | — | — | |
| UniMatchBackbone=ResNet-101, Training Resolution=513, Labeled Ratio=1/42022.08 | 79.2 | — | — | — | |
| CCVCBackbone=ResNet-101, Partition Protocol=1/4, Number of Labelled Images=2646, Crop Size=512, epochs=402023.03 | 79 | — | — | — | |
| U2PLBackbone=ResNet-101, Partition Protocol=1/4, Number of Labelled Images=2646, Crop Size=512, reproduced_by_this_paper=true2023.03 | 78.7 | — | — | — | |
| PS-MTBackbone=ResNet-101, Partition Protocol=1/4, Number of Labelled Images=2646, Crop Size=5122023.03 | 78.7 | — | — | — | |
| UniMatchBackbone=ResNet-101, Training Resolution=513, Labeled Ratio=1/82022.08 | 78.4 | — | — | — | |
| CCVCBackbone=ResNet-101, Partition Protocol=1/8, Number of Labelled Images=1323, Crop Size=512, epochs=402023.03 | 78.4 | — | — | — | |
| PS-MTBackbone=ResNet-101, Partition Protocol=1/8, Number of Labelled Images=1323, Crop Size=5122023.03 | 78.2 | — | — | — | |
| UniMatchBackbone=ResNet-101, Training Resolution=513, Labeled Ratio=1/162022.08 | 78.1 | — | — | — | |
| UniMatchBackbone=ResNet-50, Training Resolution=513, Labeled Ratio=1/16, Data Selection=Prioritize high-quality set2022.08 | 78.1 | — | — | — | |
| CPSBackbone=ResNet-101, Partition Protocol=1/4, Number of Labelled Images=2646, Crop Size=5122023.03 | 77.7 | — | — | — | |
| U2PLBackbone=ResNet-101, Partition Protocol=1/8, Number of Labelled Images=1323, Crop Size=512, reproduced_by_this_paper=true2023.03 | 77.6 | — | — | — | |
| UniMatchBackbone=ResNet-101, Training Resolution=321, Labeled Ratio=1/42022.08 | 77.2 | — | — | — | |
| U2PLBackbone=ResNet-101, Training Resolution=513, Labeled Ratio=1/16, Data Selection=Prioritize high-quality set2022.08 | 77.2 | — | — | — | |
| CCVCBackbone=ResNet-101, Partition Protocol=1/16, Number of Labelled Images=662, Crop Size=512, epochs=402023.03 | 77.2 | — | — | — | |
| UniMatchBackbone=ResNet-101, Training Resolution=321, Labeled Ratio=1/82022.08 | 77 | — | — | — | |
| UniMatchBackbone=ResNet-50, Training Resolution=513, Labeled Ratio=1/82022.08 | 76.9 | — | — | — | |
| UniMatchBackbone=ResNet-50, Training Resolution=513, Labeled Ratio=1/42022.08 | 76.8 | — | — | — | |
| ST++Backbone=ResNet-101, Training Resolution=321, Labeled Ratio=1/42022.08 | 76.6 | — | — | — | |
| ELNBackbone=ResNet-101, Partition Protocol=1/4, Number of Labelled Images=2646, Crop Size=5122023.03 | 76.6 | — | — | — | |
| ST++Backbone=ResNet-101, Partition Protocol=1/4, Number of Labelled Images=2646, Crop Size=5122023.03 | 76.6 | — | — | — | |
| UniMatchBackbone=ResNet-101, Training Resolution=321, Labeled Ratio=1/162022.08 | 76.5 | — | — | — | |
| CPSBackbone=ResNet-101, Partition Protocol=1/8, Number of Labelled Images=1323, Crop Size=5122023.03 | 76.4 | — | — | — | |
| PS-MTBackbone=ResNet-50, Partition Protocol=1/4, Number of Labelled Images=2646, Crop Size=5122023.03 | 76.4 | — | — | — | |
| CCVCBackbone=ResNet-50, Partition Protocol=1/4, Number of Labelled Images=2646, Crop Size=512, epochs=402023.03 | 76.4 | — | — | — | |
| CACBackbone=ResNet-101, Training Resolution=321, Labeled Ratio=1/42022.08 | 76.3 | — | — | — | |
| ST++Backbone=ResNet-101, Training Resolution=321, Labeled Ratio=1/82022.08 | 76.3 | — | — | — | |
| CACBackbone=ResNet-101, Partition Protocol=1/4, Number of Labelled Images=2646, Crop Size=5122023.03 | 76.3 | — | — | — | |
| ST++Backbone=ResNet-101, Partition Protocol=1/8, Number of Labelled Images=1323, Crop Size=5122023.03 | 76.3 | — | — | — | |
| U2PLBackbone=ResNet-50, Partition Protocol=1/4, Number of Labelled Images=2646, Crop Size=512, reproduced_by_this_paper=true2023.03 | 76.2 | — | — | — | |
| UniMatchBackbone=ResNet-50, Training Resolution=321, Labeled Ratio=1/42022.08 | 76.1 | — | — | — | |
| CCVCBackbone=ResNet-50, Partition Protocol=1/8, Number of Labelled Images=1323, Crop Size=512, epochs=402023.03 | 76.1 | — | — | — | |
| UniMatchBackbone=ResNet-50, Training Resolution=321, Labeled Ratio=1/82022.08 | 75.8 | — | — | — | |
| UniMatchBackbone=ResNet-50, Training Resolution=513, Labeled Ratio=1/162022.08 | 75.8 | — | — | — | |
| PS-MTBackbone=ResNet-50, Partition Protocol=1/8, Number of Labelled Images=1323, Crop Size=5122023.03 | 75.7 | — | — | — | |
| PS-MTBackbone=ResNet-101, Training Resolution=513, Labeled Ratio=1/162022.08 | 75.5 | — | — | — | |
| PS-MTBackbone=ResNet-101, Partition Protocol=1/16, Number of Labelled Images=662, Crop Size=5122023.03 | 75.5 | — | — | — | |
| ST++Backbone=ResNet-50, Training Resolution=321, Labeled Ratio=1/42022.08 | 75.4 | — | — | — | |
| ST++Backbone=ResNet-50, Partition Protocol=1/4, Number of Labelled Images=2646, Crop Size=5122023.03 | 75.4 | — | — | — | |
| ELNBackbone=ResNet-101, Partition Protocol=1/8, Number of Labelled Images=1323, Crop Size=5122023.03 | 75.1 | — | — | — | |
| U2PLBackbone=ResNet-50, Partition Protocol=1/8, Number of Labelled Images=1323, Crop Size=512, reproduced_by_this_paper=true2023.03 | 75.1 | — | — | — | |
| CPSBackbone=ResNet-50, Partition Protocol=1/4, Number of Labelled Images=2646, Crop Size=5122023.03 | 74.9 | — | — | — | |
| U2PLBackbone=ResNet-50, Training Resolution=513, Labeled Ratio=1/16, Data Selection=Prioritize high-quality set2022.08 | 74.7 | — | — | — | |
| CACBackbone=ResNet-101, Training Resolution=321, Labeled Ratio=1/82022.08 | 74.6 | — | — | — | |
| CACBackbone=ResNet-101, Partition Protocol=1/8, Number of Labelled Images=1323, Crop Size=5122023.03 | 74.6 | — | — | — | |
| ELNBackbone=ResNet-50, Partition Protocol=1/4, Number of Labelled Images=2646, Crop Size=5122023.03 | 74.6 | — | — | — | |
| UniMatchBackbone=ResNet-50, Training Resolution=321, Labeled Ratio=1/162022.08 | 74.5 | — | — | — | |
| ST++Backbone=ResNet-101, Training Resolution=321, Labeled Ratio=1/162022.08 | 74.5 | — | — | — | |
| CPSBackbone=ResNet-101, Training Resolution=513, Labeled Ratio=1/162022.08 | 74.5 | — | — | — | |
| CPSBackbone=ResNet-101, Partition Protocol=1/16, Number of Labelled Images=662, Crop Size=5122023.03 | 74.5 | — | — | — | |
| ST++Backbone=ResNet-101, Partition Protocol=1/16, Number of Labelled Images=662, Crop Size=5122023.03 | 74.5 | — | — | — | |
| CCVCBackbone=ResNet-50, Partition Protocol=1/16, Number of Labelled Images=662, Crop Size=512, epochs=402023.03 | 74.5 | — | — | — | |
| ST++Backbone=ResNet-50, Training Resolution=321, Labeled Ratio=1/82022.08 | 74.4 | — | — | — | |
| U2PLBackbone=ResNet-101, Training Resolution=513, Labeled Ratio=1/162022.08 | 74.4 | — | — | — | |
| ST++Backbone=ResNet-50, Partition Protocol=1/8, Number of Labelled Images=1323, Crop Size=5122023.03 | 74.4 | — | — | — | |
| U2PLBackbone=ResNet-101, Partition Protocol=1/16, Number of Labelled Images=662, Crop Size=512, reproduced_by_this_paper=true2023.03 | 74.4 | — | — | — | |
| CutMix-SegBackbone=ResNet-101, Partition Protocol=1/4, Number of Labelled Images=2646, Crop Size=5122023.03 | 74.3 | — | — | — | |
| Supervised BaselineBackbone=ResNet-101, Partition Protocol=1/4, Number of Labelled Images=2646, Crop Size=5122023.03 | 74.2 | — | — | — | |
| CACBackbone=ResNet-50, Training Resolution=321, Labeled Ratio=1/42022.08 | 74 | — | — | — | |
| CACBackbone=ResNet-50, Partition Protocol=1/4, Number of Labelled Images=2646, Crop Size=5122023.03 | 74 | — | — | — | |
| CPSBackbone=ResNet-50, Partition Protocol=1/8, Number of Labelled Images=1323, Crop Size=5122023.03 | 73.7 | — | — | — | |
| ELNBackbone=ResNet-50, Partition Protocol=1/8, Number of Labelled Images=1323, Crop Size=5122023.03 | 73.2 | — | — | — | |
| SupBaselineBackbone=ResNet-101, Training Resolution=321, Labeled Ratio=1/42022.08 | 72.8 | — | — | — | |
| PS-MTBackbone=ResNet-50, Training Resolution=513, Labeled Ratio=1/162022.08 | 72.8 | — | — | — | |
| PS-MTBackbone=ResNet-50, Partition Protocol=1/16, Number of Labelled Images=662, Crop Size=5122023.03 | 72.8 | — | — | — | |
| CutMix-SegBackbone=ResNet-101, Partition Protocol=1/8, Number of Labelled Images=1323, Crop Size=5122023.03 | 72.7 | — | — | — | |
| ST++Backbone=ResNet-50, Training Resolution=321, Labeled Ratio=1/162022.08 | 72.6 | — | — | — | |
| CutMix-SegBackbone=ResNet-101, Partition Protocol=1/16, Number of Labelled Images=662, Crop Size=5122023.03 | 72.6 | — | — | — | |
| ST++Backbone=ResNet-50, Partition Protocol=1/16, Number of Labelled Images=662, Crop Size=5122023.03 | 72.6 | — | — | — | |
| CutMix-SegBackbone=ResNet-50, Partition Protocol=1/4, Number of Labelled Images=2646, Crop Size=5122023.03 | 72.5 | — | — | — | |
| CACBackbone=ResNet-50, Training Resolution=321, Labeled Ratio=1/82022.08 | 72.4 | — | — | — | |
| CACBackbone=ResNet-101, Training Resolution=321, Labeled Ratio=1/162022.08 | 72.4 | — | — | — | |
| CACBackbone=ResNet-50, Partition Protocol=1/8, Number of Labelled Images=1323, Crop Size=5122023.03 | 72.4 | — | — | — | |
| CACBackbone=ResNet-101, Partition Protocol=1/16, Number of Labelled Images=662, Crop Size=5122023.03 | 72.4 | — | — | — | |
| Supervised BaselineBackbone=ResNet-50, Partition Protocol=1/4, Number of Labelled Images=2646, Crop Size=5122023.03 | 72.3 | — | — | — | |
| CPSBackbone=ResNet-50, Training Resolution=513, Labeled Ratio=1/162022.08 | 72 | — | — | — | |
| U2PLBackbone=ResNet-50, Training Resolution=513, Labeled Ratio=1/162022.08 | 72 | — | — | — | |
| CPSBackbone=ResNet-50, Partition Protocol=1/16, Number of Labelled Images=662, Crop Size=5122023.03 | 72 | — | — | — | |
| U2PLBackbone=ResNet-50, Partition Protocol=1/16, Number of Labelled Images=662, Crop Size=512, reproduced_by_this_paper=true2023.03 | 72 | — | — | — | |
| Supervised BaselineBackbone=ResNet-101, Partition Protocol=1/8, Number of Labelled Images=1323, Crop Size=5122023.03 | 71.1 | — | — | — | |
| SupBaselineBackbone=ResNet-50, Training Resolution=321, Labeled Ratio=1/42022.08 | 70.8 | — | — | — | |
| CutMix-SegBackbone=ResNet-50, Partition Protocol=1/8, Number of Labelled Images=1323, Crop Size=5122023.03 | 70.7 | — | — | — | |
| SupBaselineBackbone=ResNet-101, Training Resolution=513, Labeled Ratio=1/16, Data Selection=Prioritize high-quality set2022.08 | 70.6 | — | — | — | |
| SupBaselineBackbone=ResNet-101, Training Resolution=321, Labeled Ratio=1/82022.08 | 70.4 | — | — | — | |
| CACBackbone=ResNet-50, Training Resolution=321, Labeled Ratio=1/162022.08 | 70.1 | — | — | — | |
| CACBackbone=ResNet-50, Partition Protocol=1/16, Number of Labelled Images=662, Crop Size=5122023.03 | 70.1 | — | — | — | |
| CutMix-SegBackbone=ResNet-50, Partition Protocol=1/16, Number of Labelled Images=662, Crop Size=5122023.03 | 68.9 | — | — | — | |
| Supervised BaselineBackbone=ResNet-50, Partition Protocol=1/8, Number of Labelled Images=1323, Crop Size=5122023.03 | 68.2 | — | — | — | |
| SupBaselineBackbone=ResNet-50, Training Resolution=513, Labeled Ratio=1/16, Data Selection=Prioritize high-quality set2022.08 | 67.7 | — | — | — | |
| SupBaselineBackbone=ResNet-101, Training Resolution=513, Labeled Ratio=1/162022.08 | 67.5 | — | — | — | |
| Supervised BaselineBackbone=ResNet-101, Partition Protocol=1/16, Number of Labelled Images=662, Crop Size=5122023.03 | 67.5 | — | — | — | |
| SupBaselineBackbone=ResNet-50, Training Resolution=321, Labeled Ratio=1/82022.08 | 67.3 | — | — | — | |
| SupBaselineBackbone=ResNet-101, Training Resolution=321, Labeled Ratio=1/162022.08 | 65.6 | — | — | — | |
| SupBaselineBackbone=ResNet-50, Training Resolution=513, Labeled Ratio=1/162022.08 | 62.4 | — | — | — | |
| Supervised BaselineBackbone=ResNet-50, Partition Protocol=1/16, Number of Labelled Images=662, Crop Size=5122023.03 | 62.4 | — | — | — | |
| SupBaselineBackbone=ResNet-50, Training Resolution=321, Labeled Ratio=1/162022.08 | 61.2 | — | — | — | |
| AllSparkEncoder=MiT-B52024.05 | — | 78.3 | 80 | 80.4 | |
| AugSegBackbone=ResNet-50, #Params=43.6M2023.10 | — | 74.66 | 75.99 | 77.16 | |
| CorrMatchEncoder=RN-1012024.05 | — | 77.6 | 77.8 | 78.3 | |
| CPSBackbone=ResNet-50, #Params=87.3M2023.10 | — | 71.98 | 73.67 | 74.9 |