Semantic Segmentation on COCOStuff 164K
51.75mIoU (Stuff-Specific)PlainSeg-Hier
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| PlainSeg-Hierframework=mask cls, backbone=BEIT-L, PRM=327M, R/P=8%, test time=336ms(-77%), batch size=1, device=RTX 30902023.10 | 51.75 | — | — | — | — | |
| ViT-Adapterframework=mask cls, backbone=BEIT-L, PRM=571M, R/P=88%, test time=1449ms, batch size=1, device=RTX 3090, crop size during train and test=8962023.10 | 51.68 | — | — | — | — | |
| PlainSegframework=mask cls, backbone=BEIT-L, PRM=333M, R/P=10%, test time=358ms(-75%), batch size=1, device=RTX 30902023.10 | 51.14 | — | — | — | — | |
| UperNet-RRBackbone=Swin-B+2022.04 | 48.21 | 49.2 | — | — | — | |
| UperNetBackbone=Swin-B+2022.04 | 47.67 | 48.57 | — | — | — | |
| UperNet-RRBackbone=Swin-T2022.04 | 44.45 | 45.18 | — | — | — | |
| DeepLabv3+-RRBackbone=ResNet-1012022.04 | 43.93 | 44.62 | — | — | — | |
| UperNetBackbone=Swin-T2022.04 | 43.83 | 44.58 | — | — | — | |
| PSPNet-RRBackbone=ResNet-1012022.04 | 43.4 | 43.85 | — | — | — | |
| DeepLabv3+-RRBackbone=ResNet-502022.04 | 42.66 | 43.47 | — | — | — | |
| DeepLabv3+Backbone=ResNet-1012022.04 | 42.39 | 42.96 | — | — | — | |
| UperNet-RRBackbone=ResNet-1012022.04 | 42.3 | 42.78 | — | — | — | |
| PSPNetBackbone=ResNet-1012022.04 | 41.95 | 42.42 | — | — | — | |
| PSPNet-RRBackbone=ResNet-502022.04 | 41.92 | 42.34 | — | — | — | |
| OCRNet-RRBackbone=HRNet-W482022.04 | 41.83 | 43.29 | — | — | — | |
| UperNet-RRBackbone=ResNet-502022.04 | 41.2 | 41.73 | — | — | — | |
| UperNetBackbone=ResNet-1012022.04 | 41.15 | 41.51 | — | — | — | |
| DeepLabv3+Backbone=ResNet-502022.04 | 40.85 | 41.49 | — | — | — | |
| ZegCLIP+STSetting=Transductive, Self-training=true, Pseudo-label annotation=Unseen pixels only2022.12 | 40.7 | 59.9 | 69.2 | 48.5 | — | |
| ZegCLIPSetting=Fully Supervised2022.12 | 40.7 | 63.2 | 69.9 | 49.6 | — | |
| ZegCLIP+STSetting=Transductive, Self-training=true2022.12 | 40.6 | 54.8 | 68.8 | 46.6 | — | |
| PSPNetBackbone=ResNet-502022.04 | 40.53 | 40.75 | — | — | — | |
| OCRNetBackbone=HRNet-W482022.04 | 40.4 | 41.66 | — | — | — | |
| ZegCLIPSetting=Inductive, Self-training=false2022.12 | 40.2 | 41.4 | 62 | 40.8 | — | |
| UperNetBackbone=ResNet-502022.04 | 39.86 | 40.26 | — | — | — | |
| zsseg+STSetting=Transductive, Self-training=true2022.12 | 39.6 | 43.6 | 63.8 | 41.5 | — | |
| zssegSetting=Inductive, Self-training=false2022.12 | 39.3 | 36.3 | 60.3 | 37.8 | — | |
| MaskCLIP+Setting=Transductive, Self-training=true, Pseudo-label annotation=Unseen pixels only2022.12 | 38.1 | 54.7 | — | 45 | — | |
| OCRNet-RRBackbone=HRNet-W182022.04 | 37.98 | 38.78 | — | — | — | |
| ZegFormerSetting=Inductive, Self-training=false2022.12 | 36.6 | 33.2 | — | 34.8 | — | |
| CaGNet+STSetting=Transductive, Self-training=true2022.12 | 35.6 | 13.4 | 56.8 | 19.5 | — | |
| STRICTSetting=Transductive, Self-training=true2022.12 | 35.3 | 30.3 | — | 34.8 | — | |
| SPNetSetting=Inductive, Self-training=false2022.12 | 35.2 | 8.7 | — | 14 | — | |
| ZS3Setting=Transductive, Self-training=true2022.12 | 34.9 | 10.6 | — | 16.2 | — | |
| ZS3Setting=Inductive, Self-training=false2022.12 | 34.7 | 9.5 | — | 15 | — | |
| SPNet+STSetting=Transductive, Self-training=true2022.12 | 34.6 | 26.9 | — | 30.3 | — | |
| CaGNetSetting=Inductive, Self-training=false2022.12 | 33.5 | 12.2 | 56.6 | 18.2 | — | |
| SIGNSetting=Inductive, Self-training=false2022.12 | 32.3 | 15.5 | — | 20.9 | — | |
| OCRNetBackbone=HRNet-W182022.04 | 31.58 | 32.34 | — | — | — | |
| GPUAmode=zero-shot2026.06 | — | — | — | — | 29 | |
| PlainSegbackbone=ViT-L (EVA-02)2023.10 | — | — | — | — | 53.4 | |
| PlainSegbackbone=BEIT-B, PRM=105M, test time=155ms2023.10 | — | — | — | — | 49.32 | |
| PlainSegbackbone=BEIT-L, PRM=333M, test time=358ms2023.10 | — | — | — | — | 51.14 | |
| PlainSeg-Hierbackbone=ViT-L (EVA-02)2023.10 | — | — | — | — | 53.7 | |
| PlainSeg-Hierbackbone=BEIT-B, PRM=106M, test time=155ms2023.10 | — | — | — | — | 49.84 | |
| PlainSeg-Hierbackbone=BEIT-L, PRM=327M, test time=336ms2023.10 | — | — | — | — | 51.75 | |
| SC-CLIPmode=zero-shot2026.06 | — | — | — | — | 26.9 | |
| SegViTbackbone=BEIT-B, PRM=109M, test time=120ms, reproduction=true2023.10 | — | — | — | — | 48.53 | |
| SegViTbackbone=BEIT-L, PRM=345M, test time=305ms, reproduction=true2023.10 | — | — | — | — | 50.17 | |
| Talk2DINOmode=zero-shot2026.06 | — | — | — | — | 28.1 |