Semantic Segmentation on PASCAL VOC classic 2012 (val)
82mIoUiMAS
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| iMASLabeled Ratio=Full (1464), Backbone=ResNet-101, output_stride=82022.11 | 82 | — | — | — | — | — | |
| AugSegEncoder=R101, Partition protocol=Full (1464)2022.12 | 81.36 | — | — | — | — | — | |
| iMASLabeled Ratio=Full (1464), Backbone=ResNet-1012022.11 | 81.2 | — | — | — | — | — | |
| AugSegEncoder=R101, Partition protocol=1/2 (732)2022.12 | 80.33 | — | — | — | — | — | |
| iMASLabeled Ratio=1/2 (732), Backbone=ResNet-101, output_stride=82022.11 | 80.2 | — | — | — | — | — | |
| PS-MTEncoder=R101, Partition protocol=Full (1464)2022.12 | 80.01 | — | — | — | — | — | |
| PSMTLabeled Ratio=Full (1464), Backbone=ResNet-1012022.11 | 80 | — | — | — | — | — | |
| iMASLabeled Ratio=1/2 (732), Backbone=ResNet-1012022.11 | 79.5 | — | — | — | — | — | |
| U2PLLabeled Ratio=Full (1464), Backbone=ResNet-101, output_stride=82022.11 | 79.5 | — | — | — | — | — | |
| U2PLPartition protocol=Full, Labeled image count=1464, Network architecture=DeepLabv3+, Backbone=ResNet-101, data_augmentation=CutMix2022.03 | 79.49 | — | — | — | — | — | |
| U2PLEncoder=R101, Partition protocol=Full (1464)2022.12 | 79.49 | — | — | — | — | — | |
| ST++Labeled Ratio=Full (1464), Backbone=ResNet-1012022.11 | 79.1 | — | — | — | — | — | |
| iMASLabeled Ratio=1/4 (366), Backbone=ResNet-101, output_stride=82022.11 | 79.1 | — | — | — | — | — | |
| ST++Encoder=R101, Partition protocol=Full (1464)2022.12 | 79.1 | — | — | — | — | — | |
| AugSegEncoder=R50, Partition protocol=Full (1464)2022.12 | 78.82 | — | — | — | — | — | |
| AugSegEncoder=R101, Partition protocol=1/4 (366)2022.12 | 78.8 | — | — | — | — | — | |
| iMASLabeled Ratio=1/4 (366), Backbone=ResNet-1012022.11 | 78.5 | — | — | — | — | — | |
| PS-MTEncoder=R101, Partition protocol=1/2 (732)2022.12 | 78.42 | — | — | — | — | — | |
| PSMTLabeled Ratio=1/2 (732), Backbone=ResNet-1012022.11 | 78.4 | — | — | — | — | — | |
| AugSegEncoder=R50, Partition protocol=1/2 (732)2022.12 | 77.4 | — | — | — | — | — | |
| ST++Labeled Ratio=1/2 (732), Backbone=ResNet-1012022.11 | 77.3 | — | — | — | — | — | |
| ST++Encoder=R101, Partition protocol=1/2 (732)2022.12 | 77.3 | — | — | — | — | — | |
| PSMTLabeled Ratio=1/4 (366), Backbone=ResNet-1012022.11 | 76.6 | — | — | — | — | — | |
| PS-MTEncoder=R101, Partition protocol=1/4 (366)2022.12 | 76.57 | — | — | — | — | — | |
| CutMixPartition protocol=Full, Labeled image count=1464, Network architecture=DeepLabv3+, Backbone=ResNet-101, reproduced=true2022.03 | 76.54 | — | — | — | — | — | |
| CutMix-SegEncoder=R101, Partition protocol=Full (1464)2022.12 | 76.54 | — | — | — | — | — | |
| CutMix-SegLabeled Ratio=Full (1464), Backbone=ResNet-1012022.11 | 76.5 | — | — | — | — | — | |
| U2PLLabeled Ratio=1/2 (732), Backbone=ResNet-101, output_stride=82022.11 | 76.2 | — | — | — | — | — | |
| AugSegEncoder=R50, Partition protocol=1/4 (366)2022.12 | 76.17 | — | — | — | — | — | |
| U2PLPartition protocol=1/2, Labeled image count=732, Network architecture=DeepLabv3+, Backbone=ResNet-101, data_augmentation=CutMix2022.03 | 76.16 | — | — | — | — | — | |
| U2PLEncoder=R101, Partition protocol=1/2 (732)2022.12 | 76.16 | — | — | — | — | — | |
| CPSLabeled Ratio=1/2 (732), Backbone=ResNet-1012022.11 | 75.9 | — | — | — | — | — | |
| CPSEncoder=R101, Partition protocol=1/2 (732)2022.12 | 75.88 | — | — | — | — | — | |
| AugSegEncoder=R101, Partition protocol=1/8 (183)2022.12 | 75.45 | — | — | — | — | — | |
| iMASLabeled Ratio=1/8 (183), Backbone=ResNet-101, output_stride=82022.11 | 75.3 | — | — | — | — | — | |
| SupervisedEncoder=R101, Partition protocol=Full (1464)2022.12 | 74.97 | — | — | — | — | — | |
| ST++Labeled Ratio=1/4 (366), Backbone=ResNet-1012022.11 | 74.6 | — | — | — | — | — | |
| ST++Encoder=R101, Partition protocol=1/4 (366)2022.12 | 74.6 | — | — | — | — | — | |
| iMASLabeled Ratio=1/8 (183), Backbone=ResNet-1012022.11 | 74.4 | — | — | — | — | — | |
| PC2SegLabeled Ratio=Full (1464), Backbone=ResNet-1012022.11 | 74.2 | — | — | — | — | — | |
| PC2SegPartition protocol=Full, Labeled image count=1464, Network architecture=DeepLabv3+, Backbone=ResNet-1012022.03 | 74.15 | — | — | — | — | — | |
| PC2SegEncoder=R101, Partition protocol=Full (1464)2022.12 | 74.15 | — | — | — | — | — | |
| CutMixPartition protocol=1/2, Labeled image count=732, Network architecture=DeepLabv3+, Backbone=ResNet-101, reproduced=true2022.03 | 73.73 | — | — | — | — | — | |
| CutMix-SegEncoder=R101, Partition protocol=1/2 (732)2022.12 | 73.73 | — | — | — | — | — | |
| CutMix-SegLabeled Ratio=1/2 (732), Backbone=ResNet-1012022.11 | 73.7 | — | — | — | — | — | |
| U2PLLabeled Ratio=1/4 (366), Backbone=ResNet-101, output_stride=82022.11 | 73.7 | — | — | — | — | — | |
| U2PLPartition protocol=1/4, Labeled image count=366, Network architecture=DeepLabv3+, Backbone=ResNet-101, data_augmentation=CutMix2022.03 | 73.66 | — | — | — | — | — | |
| U2PLEncoder=R101, Partition protocol=1/4 (366)2022.12 | 73.66 | — | — | — | — | — | |
| PseudoSegPartition protocol=Full, Labeled image count=1464, Network architecture=DeepLabv3+, Backbone=ResNet-1012022.03 | 73.23 | — | — | — | — | — | |
| PseudoSegEncoder=R101, Partition protocol=Full (1464)2022.12 | 73.23 | — | — | — | — | — | |
| PseudoSegLabeled Ratio=Full (1464), Backbone=ResNet-1012022.11 | 73.2 | — | — | — | — | — | |
| PC2SegLabeled Ratio=1/2 (732), Backbone=ResNet-1012022.11 | 73.1 | — | — | — | — | — | |
| PC2SegPartition protocol=1/2, Labeled image count=732, Network architecture=DeepLabv3+, Backbone=ResNet-1012022.03 | 73.05 | — | — | — | — | — | |
| PC2SegEncoder=R101, Partition protocol=1/2 (732)2022.12 | 73.05 | — | — | — | — | — | |
| SupervisedEncoder=R50, Partition protocol=Full (1464)2022.12 | 72.94 | — | — | — | — | — | |
| SupervisedLabeled Ratio=Full (1464), Backbone=ResNet-1012022.11 | 72.9 | — | — | — | — | — | |
| SupOnlyPartition protocol=Full, Labeled image count=1464, Network architecture=DeepLabv3+, Backbone=ResNet-1012022.03 | 72.5 | — | — | — | — | — | |
| PseudoSegPartition protocol=1/2, Labeled image count=732, Network architecture=DeepLabv3+, Backbone=ResNet-1012022.03 | 72.41 | — | — | — | — | — | |
| PseudoSegEncoder=R101, Partition protocol=1/2 (732)2022.12 | 72.41 | — | — | — | — | — | |
| PseudoSegLabeled Ratio=1/2 (732), Backbone=ResNet-1012022.11 | 72.4 | — | — | — | — | — | |
| PC2SegEncoder=R50, Partition protocol=Full (1464)2022.12 | 72.26 | — | — | — | — | — | |
| AugSegEncoder=R50, Partition protocol=1/8 (183)2022.12 | 72.17 | — | — | — | — | — | |
| CPSEncoder=R101, Partition protocol=1/4 (366)2022.12 | 71.71 | — | — | — | — | — | |
| CPSLabeled Ratio=1/4 (366), Backbone=ResNet-1012022.11 | 71.7 | — | — | — | — | — | |
| SupOnlyPartition protocol=1/2, Labeled image count=732, Network architecture=DeepLabv3+, Backbone=ResNet-1012022.03 | 71.69 | — | — | — | — | — | |
| AugSegEncoder=R101, Partition protocol=1/16 (92)2022.12 | 71.09 | — | — | — | — | — | |
| ST++Labeled Ratio=1/8 (183), Backbone=ResNet-1012022.11 | 71 | — | — | — | — | — | |
| PseudoSegEncoder=R50, Partition protocol=Full (1464)2022.12 | 71 | — | — | — | — | — | |
| ST++Encoder=R101, Partition protocol=1/8 (183)2022.12 | 71 | — | — | — | — | — | |
| MTPartition protocol=Full, Labeled image count=1464, Network architecture=DeepLabv3+, Backbone=ResNet-101, reproduced=true2022.03 | 70.96 | — | — | — | — | — | |
| PC2SegEncoder=R50, Partition protocol=1/2 (732)2022.12 | 70.9 | — | — | — | — | — | |
| SupervisedEncoder=R101, Partition protocol=1/2 (732)2022.12 | 70.87 | — | — | — | — | — | |
| PseudoSegEncoder=R50, Partition protocol=1/2 (732)2022.12 | 70.42 | — | — | — | — | — | |
| SupervisedLabeled Ratio=1/2 (732), Backbone=ResNet-1012022.11 | 70.4 | — | — | — | — | — | |
| iMASLabeled Ratio=1/16 (92), Backbone=ResNet-101, output_stride=82022.11 | 70 | — | — | — | — | — | |
| PC2SegLabeled Ratio=1/4 (366), Backbone=ResNet-1012022.11 | 69.8 | — | — | — | — | — | |
| PC2SegPartition protocol=1/4, Labeled image count=366, Network architecture=DeepLabv3+, Backbone=ResNet-1012022.03 | 69.78 | — | — | — | — | — | |
| PC2SegEncoder=R101, Partition protocol=1/4 (366)2022.12 | 69.78 | — | — | — | — | — | |
| PSMTLabeled Ratio=1/8 (183), Backbone=ResNet-1012022.11 | 69.6 | — | — | — | — | — | |
| PS-MTEncoder=R101, Partition protocol=1/8 (183)2022.12 | 69.58 | — | — | — | — | — | |
| MTPartition protocol=1/2, Labeled image count=732, Network architecture=DeepLabv3+, Backbone=ResNet-101, reproduced=true2022.03 | 69.51 | — | — | — | — | — | |
| CutMix-SegLabeled Ratio=1/4 (366), Backbone=ResNet-1012022.11 | 69.5 | — | — | — | — | — | |
| CutMixPartition protocol=1/4, Labeled image count=366, Network architecture=DeepLabv3+, Backbone=ResNet-101, reproduced=true2022.03 | 69.46 | — | — | — | — | — | |
| CutMix-SegEncoder=R101, Partition protocol=1/4 (366)2022.12 | 69.46 | — | — | — | — | — | |
| U2PLLabeled Ratio=1/8 (183), Backbone=ResNet-101, output_stride=82022.11 | 69.2 | — | — | — | — | — | |
| U2PLPartition protocol=1/8, Labeled image count=183, Network architecture=DeepLabv3+, Backbone=ResNet-101, data_augmentation=CutMix2022.03 | 69.15 | — | — | — | — | — | |
| U2PLEncoder=R101, Partition protocol=1/8 (183)2022.12 | 69.15 | — | — | — | — | — | |
| PseudoSegPartition protocol=1/4, Labeled image count=366, Network architecture=DeepLabv3+, Backbone=ResNet-1012022.03 | 69.14 | — | — | — | — | — | |
| PseudoSegEncoder=R101, Partition protocol=1/4 (366)2022.12 | 69.14 | — | — | — | — | — | |
| PseudoSegLabeled Ratio=1/4 (366), Backbone=ResNet-1012022.11 | 69.1 | — | — | — | — | — | |
| iMASLabeled Ratio=1/16 (92), Backbone=ResNet-1012022.11 | 68.8 | — | — | — | — | — | |
| U2PLLabeled Ratio=1/16 (92), Backbone=ResNet-101, output_stride=82022.11 | 68 | — | — | — | — | — | |
| U2PLPartition protocol=1/16, Labeled image count=92, Network architecture=DeepLabv3+, Backbone=ResNet-101, data_augmentation=CutMix2022.03 | 67.98 | — | — | — | — | — | |
| U2PLEncoder=R101, Partition protocol=1/16 (92)2022.12 | 67.98 | — | — | — | — | — | |
| PC2SegEncoder=R50, Partition protocol=1/4 (366)2022.12 | 67.62 | — | — | — | — | — | |
| CPSEncoder=R101, Partition protocol=1/8 (183)2022.12 | 67.42 | — | — | — | — | — | |
| CPSLabeled Ratio=1/8 (183), Backbone=ResNet-1012022.11 | 67.4 | — | — | — | — | — | |
| SupervisedEncoder=R50, Partition protocol=1/2 (732)2022.12 | 66.72 | — | — | — | — | — | |
| SupervisedLabeled Ratio=1/4 (366), Backbone=ResNet-1012022.11 | 66.6 | — | — | — | — | — | |
| PC2SegLabeled Ratio=1/8 (183), Backbone=ResNet-1012022.11 | 66.3 | — | — | — | — | — |