Semantic Segmentation on Pascal VOC augmented 2012 (val)
81.11mIoUCutMix-Seg + S4MC
Evaluation Results
| Method | Links | |
|---|---|---|
| CutMix-Seg + S4MCBackbone=ResNet-101, Partition Ratio=1/2, Number of labeled images=52912023.08 | 81.11 | |
| GTA-SegNumber of labeled samples=5291, Backbone=ResNet-101, Decoder=DeepLabv3+2023.01 | 81.01 | |
| PCRBackbone=ResNet-101, Partition Ratio=1/2, Number of labeled images=52912023.08 | 80.91 | |
| PCRBackbone=ResNet-101, Partition Ratio=1/4, Number of labeled images=26462023.08 | 80.78 | |
| PCRBackbone=ResNet-101, Partition Ratio=1/8, Number of labeled images=13232023.08 | 80.71 | |
| GTA-SegNumber of labeled samples=2645, Backbone=ResNet-101, Decoder=DeepLabv3+2023.01 | 80.57 | |
| U2PLBackbone=ResNet-101, Partition Ratio=1/2, Number of labeled images=52912023.08 | 80.5 | |
| GTA-SegNumber of labeled samples=1323, Backbone=ResNet-101, Decoder=DeepLabv3+2023.01 | 80.47 | |
| AELNumber of labeled samples=5291, Backbone=ResNet-101, Decoder=DeepLabv3+2023.01 | 80.29 | |
| AELBackbone=ResNet-101, Partition Ratio=1/2, Number of labeled images=52912023.08 | 80.29 | |
| CutMix-Seg + S4MCBackbone=ResNet-101, Partition Ratio=1/4, Number of labeled images=26462023.08 | 79.85 | |
| CutMix-Seg + S4MCBackbone=ResNet-101, Partition Ratio=1/8, Number of labeled images=13232023.08 | 79.67 | |
| U2PLBackbone=ResNet-101, Partition Ratio=1/4, Number of labeled images=26462023.08 | 79.3 | |
| U2PLBackbone=ResNet-101, Partition Ratio=1/8, Number of labeled images=13232023.08 | 79.01 | |
| CutMix-Seg + S4MCBackbone=ResNet-101, Partition Ratio=1/16, Number of labeled images=6622023.08 | 78.84 | |
| PS-MTBackbone=ResNet-101, Partition Ratio=1/4, Number of labeled images=26462023.08 | 78.7 | |
| CPSNumber of labeled samples=5291, Backbone=ResNet-101, Decoder=DeepLabv3+2023.01 | 78.64 | |
| PCRBackbone=ResNet-101, Partition Ratio=1/16, Number of labeled images=6622023.08 | 78.6 | |
| CutMixNumber of labeled samples=5291, Backbone=ResNet-101, Decoder=DeepLabv3+2023.01 | 78.21 | |
| CutMix-SegBackbone=ResNet-101, Partition Ratio=1/2, Number of labeled images=52912023.08 | 78.21 | |
| PS-MTBackbone=ResNet-101, Partition Ratio=1/8, Number of labeled images=13232023.08 | 78.2 | |
| UniMatch* + S4MCBackbone=ResNet-101, Partition Ratio=1/2, Number of labeled images=52912023.08 | 78.08 | |
| FixMatch + S4MCBackbone=ResNet-101, Partition Ratio=1/2, Number of labeled images=52912023.08 | 78.07 | |
| AELNumber of labeled samples=2645, Backbone=ResNet-101, Decoder=DeepLabv3+2023.01 | 78.06 | |
| AELBackbone=ResNet-101, Partition Ratio=1/4, Number of labeled images=26462023.08 | 78.06 | |
| GCTNumber of labeled samples=5291, Backbone=ResNet-101, Decoder=DeepLabv3+2023.01 | 77.98 | |
| UniMatch*Backbone=ResNet-101, Partition Ratio=1/2, Number of labeled images=52912023.08 | 77.9 | |
| GTA-SegNumber of labeled samples=662, Backbone=ResNet-101, Decoder=DeepLabv3+2023.01 | 77.82 | |
| CPSNumber of labeled samples=2645, Backbone=ResNet-101, Decoder=DeepLabv3+2023.01 | 77.68 | |
| UniMatch* + S4MCBackbone=ResNet-101, Partition Ratio=1/4, Number of labeled images=26462023.08 | 77.62 | |
| AELNumber of labeled samples=1323, Backbone=ResNet-101, Decoder=DeepLabv3+2023.01 | 77.57 | |
| AELBackbone=ResNet-101, Partition Ratio=1/8, Number of labeled images=13232023.08 | 77.57 | |
| UniMatch* + S4MCBackbone=ResNet-101, Partition Ratio=1/8, Number of labeled images=13232023.08 | 77.54 | |
| FixMatch*Backbone=ResNet-101, Partition Ratio=1/2, Number of labeled images=52912023.08 | 77.46 | |
| CCTNumber of labeled samples=5291, Backbone=ResNet-101, Decoder=DeepLabv3+2023.01 | 77.4 | |
| CutMixNumber of labeled samples=2645, Backbone=ResNet-101, Decoder=DeepLabv3+2023.01 | 77.33 | |
| CutMix-SegBackbone=ResNet-101, Partition Ratio=1/4, Number of labeled images=26462023.08 | 77.33 | |
| UniMatch*Backbone=ResNet-101, Partition Ratio=1/4, Number of labeled images=26462023.08 | 77.32 | |
| U2PLBackbone=ResNet-101, Partition Ratio=1/16, Number of labeled images=6622023.08 | 77.21 | |
| AELNumber of labeled samples=662, Backbone=ResNet-101, Decoder=DeepLabv3+2023.01 | 77.2 | |
| AELBackbone=ResNet-101, Partition Ratio=1/16, Number of labeled images=6622023.08 | 77.2 | |
| FixMatch + S4MCBackbone=ResNet-101, Partition Ratio=1/4, Number of labeled images=26462023.08 | 77.11 | |
| UniMatch*Backbone=ResNet-101, Partition Ratio=1/8, Number of labeled images=13232023.08 | 77 | |
| UniMatch* + S4MCBackbone=ResNet-101, Partition Ratio=1/16, Number of labeled images=6622023.08 | 76.95 | |
| FixMatch*Backbone=ResNet-101, Partition Ratio=1/4, Number of labeled images=26462023.08 | 76.87 | |
| GCTNumber of labeled samples=2645, Backbone=ResNet-101, Decoder=DeepLabv3+2023.01 | 76.66 | |
| ST++Network=DeepLabv3+, Backbone=ResNet-101, Labeled fraction=1/4, Labeled images=26452021.06 | 76.6 | |
| AProBackbone=LTF, Supervision=Scribble, CRF Post.=false2023.10 | 76.6 | |
| UniMatch*Backbone=ResNet-101, Partition Ratio=1/16, Number of labeled images=6622023.08 | 76.6 | |
| MTNumber of labeled samples=5291, Backbone=ResNet-101, Decoder=DeepLabv3+2023.01 | 76.58 | |
| FixMatch + S4MCBackbone=ResNet-101, Partition Ratio=1/8, Number of labeled images=13232023.08 | 76.56 | |
| CCTNumber of labeled samples=2645, Backbone=ResNet-101, Decoder=DeepLabv3+2023.01 | 76.51 | |
| CPSNumber of labeled samples=1323, Backbone=ResNet-101, Decoder=DeepLabv3+2023.01 | 76.44 | |
| STNetwork=DeepLabv3+, Backbone=ResNet-101, Labeled fraction=1/4, Labeled images=26452021.06 | 76.4 | |
| FixMatch*Backbone=ResNet-101, Partition Ratio=1/8, Number of labeled images=13232023.08 | 76.33 | |
| DCCNetwork=DeepLabv3+, Backbone=ResNet-101, Labeled fraction=1/4, Labeled images=26452021.06 | 76.3 | |
| ST++Network=DeepLabv3+, Backbone=ResNet-101, Labeled fraction=1/8, Labeled images=13232021.06 | 76.3 | |
| TELBackbone=LTF, Supervision=Scribble, CRF Post.=false, Note=re-implementation2023.10 | 76.2 | |
| STNetwork=DeepLabv3+, Backbone=ResNet-101, Labeled fraction=1/8, Labeled images=13232021.06 | 75.7 | |
| CutMixNumber of labeled samples=1323, Backbone=ResNet-101, Decoder=DeepLabv3+2023.01 | 75.51 | |
| CutMix-SegBackbone=ResNet-101, Partition Ratio=1/8, Number of labeled images=13232023.08 | 75.51 | |
| PS-MTBackbone=ResNet-101, Partition Ratio=1/16, Number of labeled images=6622023.08 | 75.5 | |
| ST++Network=DeepLabv3+, Backbone=ResNet-50, Labeled fraction=1/4, Labeled images=26452021.06 | 75.4 | |
| FixMatch + S4MCBackbone=ResNet-101, Partition Ratio=1/16, Number of labeled images=6622023.08 | 75.19 | |
| GCTNetwork=DeepLabv3+, Backbone=ResNet-101, Labeled fraction=1/4, Labeled images=26452021.06 | 75.1 | |
| STNetwork=DeepLabv3+, Backbone=ResNet-50, Labeled fraction=1/4, Labeled images=26452021.06 | 75 | |
| DenseCRF LossBackbone=DeepLabV2, Supervision=Scribble, CRF Post.=true2023.10 | 75 | |
| KernelCut LossBackbone=DeepLabV2, Supervision=Scribble, CRF Post.=true2023.10 | 75 | |
| PSIBackbone=DeepLabV3, Supervision=Scribble, CRF Post.=false2023.10 | 74.9 | |
| DCCNetwork=DeepLabv3+, Backbone=ResNet-101, Labeled fraction=1/8, Labeled images=13232021.06 | 74.6 | |
| S4GANNetwork=DeepLabv3+, Backbone=ResNet-101, Labeled fraction=1/4, Labeled images=26452021.06 | 74.5 | |
| ST++Network=DeepLabv3+, Backbone=ResNet-101, Labeled fraction=1/16, Labeled images=6622021.06 | 74.5 | |
| NormCut LossBackbone=DeepLabV2, Supervision=Scribble, CRF Post.=true2023.10 | 74.5 | |
| CPSNumber of labeled samples=662, Backbone=ResNet-101, Decoder=DeepLabv3+2023.01 | 74.48 | |
| ST++Network=DeepLabv3+, Backbone=ResNet-50, Labeled fraction=1/8, Labeled images=13232021.06 | 74.4 | |
| FixMatch*Backbone=ResNet-101, Partition Ratio=1/16, Number of labeled images=6622023.08 | 74.35 | |
| DCCNetwork=DeepLabv3+, Backbone=ResNet-50, Labeled fraction=1/4, Labeled images=26452021.06 | 74 | |
| CCTNumber of labeled samples=1323, Backbone=ResNet-101, Decoder=DeepLabv3+2023.01 | 73.68 | |
| ST++Network=PSPNet, Backbone=ResNet-50, Labeled fraction=1/4, Labeled images=26452021.06 | 73.4 | |
| STNetwork=DeepLabv3+, Backbone=ResNet-50, Labeled fraction=1/8, Labeled images=13232021.06 | 73.3 | |
| GCTNumber of labeled samples=1323, Backbone=ResNet-101, Decoder=DeepLabv3+2023.01 | 73.29 | |
| STNetwork=PSPNet, Backbone=ResNet-50, Labeled fraction=1/4, Labeled images=26452021.06 | 73.2 | |
| ST++Network=PSPNet, Backbone=ResNet-50, Labeled fraction=1/8, Labeled images=13232021.06 | 73.2 | |
| SupOnlyNetwork=DeepLabv3+, Backbone=ResNet-101, Labeled fraction=1/4, Labeled images=26452021.06 | 73.1 | |
| MTNumber of labeled samples=2645, Backbone=ResNet-101, Decoder=DeepLabv3+2023.01 | 73.02 | |
| STNetwork=PSPNet, Backbone=ResNet-50, Labeled fraction=1/8, Labeled images=13232021.06 | 73 | |
| STNetwork=DeepLabv3+, Backbone=ResNet-101, Labeled fraction=1/16, Labeled images=6622021.06 | 72.9 | |
| ST++Network=DeepLabv2, Backbone=ResNet-101, Labeled fraction=1/4, Labeled images=26452021.06 | 72.8 | |
| GridCRF LossBackbone=DeepLabV2, Supervision=Scribble, CRF Post.=false, Note=multi-stage training2023.10 | 72.8 | |
| ECSNetwork=DeepLabv3+, Backbone=ResNet-50, Labeled fraction=1/4, Labeled images=26452021.06 | 72.6 | |
| ST++Network=DeepLabv3+, Backbone=ResNet-50, Labeled fraction=1/16, Labeled images=6622021.06 | 72.6 | |
| DCCNetwork=PSPNet, Backbone=ResNet-50, Labeled fraction=1/4, Labeled images=26452021.06 | 72.5 | |
| STNetwork=DeepLabv2, Backbone=ResNet-101, Labeled fraction=1/4, Labeled images=26452021.06 | 72.5 | |
| GCTNetwork=DeepLabv3+, Backbone=ResNet-101, Labeled fraction=1/8, Labeled images=13232021.06 | 72.5 | |
| DCCNetwork=DeepLabv3+, Backbone=ResNet-50, Labeled fraction=1/8, Labeled images=13232021.06 | 72.4 | |
| S4GANNetwork=DeepLabv3+, Backbone=ResNet-101, Labeled fraction=1/8, Labeled images=13232021.06 | 72.4 | |
| DCCNetwork=DeepLabv3+, Backbone=ResNet-101, Labeled fraction=1/16, Labeled images=6622021.06 | 72.4 | |
| ST++Network=DeepLabv2, Backbone=ResNet-101, Labeled fraction=1/8, Labeled images=13232021.06 | 72 | |
| CCTNumber of labeled samples=662, Backbone=ResNet-101, Decoder=DeepLabv3+2023.01 | 71.86 | |
| CutMixNumber of labeled samples=662, Backbone=ResNet-101, Decoder=DeepLabv3+2023.01 | 71.66 |