Part Segmentation on ADE20K Part-234
49.96h-IoUPartCATSeg
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PartCATSegEvaluation Protocol=Oracle-Obj2025.01 | 49.96 | 0.5313 | 47.16 | — | — | — | — | — | — | — | — | |
| PartGLEEEvaluation Protocol=Oracle-Obj2025.01 | 41.83 | 0.5129 | 35.33 | — | — | — | — | — | — | — | — | |
| PartCLIPSegEvaluation Protocol=Oracle-Obj2025.01 | 38.6 | 0.3837 | 38.82 | — | — | — | — | — | — | — | — | |
| CLIPSegEvaluation Protocol=Oracle-Obj2025.01 | 34.15 | 0.3815 | 30.92 | — | — | — | — | — | — | — | — | |
| ZSSeg+Evaluation Protocol=Oracle-Obj2025.01 | 33.85 | 0.4319 | 27.84 | — | — | — | — | — | — | — | — | |
| CAT-SegEvaluation Protocol=Oracle-Obj2025.01 | 29.34 | 0.338 | 25.93 | — | — | — | — | — | — | — | — | |
| PartCATSegEvaluation Protocol=Pred-All2025.01 | 24.19 | 0.3887 | 17.56 | — | — | — | — | — | — | — | — | |
| PartCLIPSegEvaluation Protocol=Pred-All2025.01 | 11.38 | 0.1415 | 9.52 | — | — | — | — | — | — | — | — | |
| CAT-SegEvaluation Protocol=Pred-All2025.01 | 3.53 | 0.0702 | 2.36 | — | — | — | — | — | — | — | — | |
| ZSSeg+Evaluation Protocol=Pred-All2025.01 | 1.74 | 0.322 | 0.89 | — | — | — | — | — | — | — | — | |
| CLIPSegEvaluation Protocol=Pred-All2025.01 | 0.93 | 0.0314 | 0.55 | — | — | — | — | — | — | — | — | |
| PCA-SegBackbone=ViT-B/16, Evaluation Setting=Oracle-Obj2026.03 | 0.518 | — | — | — | — | — | — | — | — | 56.3 | 48.2 | |
| PartCATSegBackbone=ViT-B/16, Evaluation Setting=Oracle-Obj2026.03 | 0.5 | — | — | — | — | — | — | — | — | 53.1 | 47.2 | |
| PartGLEEBackbone=ResNet-50, Evaluation Setting=Oracle-Obj2026.03 | 0.418 | — | — | — | — | — | — | — | — | 51.3 | 35.3 | |
| PartCLIPSegBackbone=ViT-B/16, Evaluation Setting=Oracle-Obj2026.03 | 0.386 | — | — | — | — | — | — | — | — | 38.4 | 38.8 | |
| CLIPSegBackbone=ViT-B/16, Evaluation Setting=Oracle-Obj2026.03 | 0.342 | — | — | — | — | — | — | — | — | 38.2 | 30.9 | |
| ZSSeg+Backbone=ResNet-50, Evaluation Setting=Oracle-Obj2026.03 | 0.339 | — | — | — | — | — | — | — | — | 43.2 | 27.8 | |
| CAT-SegBackbone=ViT-B/16, Evaluation Setting=Oracle-Obj2026.03 | 0.293 | — | — | — | — | — | — | — | — | 33.8 | 25.9 | |
| PCA-SegBackbone=ViT-B/16, Evaluation Setting=Pred-All2026.03 | 0.261 | — | — | — | — | — | — | — | — | 40.8 | 19.2 | |
| PartCATSegBackbone=ViT-B/16, Evaluation Setting=Pred-All2026.03 | 0.242 | — | — | — | — | — | — | — | — | 38.9 | 17.6 | |
| PartCLIPSegBackbone=ViT-B/16, Evaluation Setting=Pred-All2026.03 | 0.114 | — | — | — | — | — | — | — | — | 14.2 | 9.5 | |
| CAT-SegBackbone=ViT-B/16, Evaluation Setting=Pred-All2026.03 | 0.035 | — | — | — | — | — | — | — | — | 7 | 2.4 | |
| ZSSeg+Backbone=ResNet-50, Evaluation Setting=Pred-All2026.03 | 0.017 | — | — | — | — | — | — | — | — | 32.3 | 0.9 | |
| CLIPSegBackbone=ViT-B/16, Evaluation Setting=Pred-All2026.03 | 0.009 | — | — | — | — | — | — | — | — | 3.1 | 0.6 | |
| CAT-SegBackbone=ViT-B/162024.06 | — | — | — | 7.02 | 2.36 | 3.53 | 33.8 | 25.93 | 29.34 | — | — | |
| CLIPSegBackbone=ViT-B/162024.06 | — | — | — | 3.14 | 0.55 | 0.93 | 38.15 | 30.92 | 34.15 | — | — | |
| PartCLIPSegBackbone=ViT-B/162024.06 | — | — | — | 14.15 | 9.52 | 11.38 | 38.37 | 38.82 | 38.6 | — | — | |
| ZSSeg+Backbone=ResNet-502024.06 | — | — | — | 32.2 | 0.89 | 1.74 | 43.19 | 27.84 | 33.85 | — | — |