Compositional Zero-Shot Learning on MIT-States open world
37.2HMDFSP(i2t)
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| DFSP(i2t)Setting=Open-World2025.12 | 37.2 | 20.7 | — | — | 47.4 | 52.4 | |
| H2EMSetting=Open-World2025.12 | 23.3 | 9.4 | — | — | 52.4 | 22.2 | |
| LOGICZSLSetting=Open-World2025.12 | 22.4 | 8.7 | — | — | 50.7 | 21.4 | |
| CDS-CZSLSetting=Open-World2025.12 | 22.1 | 8.5 | — | — | 49.4 | 21.8 | |
| CAILACLIP-based=true, Visual Backbone=ViT-L/142023.05 | 21.6 | 8.2 | 51 | 20.2 | — | — | |
| PLOSetting=Open-World2025.12 | 21.4 | 7.8 | — | — | 49.7 | 19.4 | |
| CAILASetting=Open-World, Reproduction=Official Code2025.12 | 20.9 | 8 | — | — | 51.4 | 20.1 | |
| TroikaSetting=Open-World2025.12 | 20.1 | 7.2 | — | — | 48.8 | 18.7 | |
| PLIDSetting=Open-World2025.12 | 20 | 7.3 | — | — | 49.1 | 18.7 | |
| DFSP(t2i)Setting=Open-World2025.12 | 19.3 | 6.8 | — | — | 47.5 | 18.5 | |
| DFSPCLIP-based=true, Visual Backbone=ViT-L/142023.05 | 19.3 | 6.8 | 47.5 | 18.5 | — | — | |
| DFSP(BiF)Setting=Open-World2025.12 | 19.2 | 6.7 | — | — | 47.1 | 18.1 | |
| GIPCOLSetting=Open-World2025.12 | 17.9 | 6.3 | — | — | 48.5 | 16 | |
| Co-CGESetting=Open-World2025.12 | 17.7 | 5.6 | — | — | 38.1 | 20 | |
| Co-CGECLIP-based=true, Visual Backbone=ViT-L/14, mode=CLIP features (best reported)2023.05 | 17.7 | 5.6 | 38.1 | 20 | — | — | |
| CSPSetting=Open-World2025.12 | 17.4 | 5.7 | — | — | 46.3 | 15.7 | |
| CSPCLIP-based=true, Visual Backbone=ViT-L/142023.05 | 17.4 | 5.7 | 46.3 | 15.7 | — | — | |
| ProDASetting=Open-World2025.12 | 17.3 | 5.1 | — | — | 37.5 | 18.3 | |
| CoOp (a)CLIP-based=true, Visual Backbone=ViT-L/142023.05 | 16.1 | 4.7 | 36.8 | 16.5 | — | — | |
| CLIPSetting=Open-World2025.12 | 12.8 | 3 | — | — | 30.1 | 14.3 | |
| CLIP-ZSCLIP-based=true, Visual Backbone=ViT-L/142023.05 | 12.8 | 3 | 30.1 | 14.3 | — | — | |
| CoOpSetting=Open-World2025.12 | 12.3 | 2.8 | — | — | 34.6 | 9.3 | |
| CoOp (b)CLIP-based=true, Visual Backbone=ViT-L/142023.05 | 12.3 | 2.8 | 34.6 | 9.3 | — | — | |
| Co-CGEopenCLIP-based=false2023.05 | 10.7 | 2.3 | 30.3 | 11.2 | — | — | |
| CompCos2025.12 | 8.9 | 1.6 | 25.4 | 10 | — | — | |
| SASOW2025.12 | 8.6 | 1.6 | 27.4 | 9.6 | — | — | |
| KG-SPsource=Implementation2025.12 | 7.6 | 1.3 | 26.7 | 7.8 | — | — | |
| KG-SPCLIP-based=false2023.05 | 7.4 | 1.3 | 28.4 | 7.5 | — | — | |
| KG-SPsource=paper2025.12 | 7.4 | 1.3 | 28.4 | 7.5 | — | — | |
| Co-CGECWCLIP-based=false2023.05 | 6.4 | 1.1 | 31.1 | 5.8 | — | — | |
| CGECLIP-based=false2023.05 | 6 | 1 | 32.4 | 5.1 | — | — | |
| CGE2025.12 | 6 | 1 | 32.4 | 5.1 | — | — | |
| CompCosCLIP-based=false2023.05 | 5.8 | 0.8 | 21.4 | 7 | — | — | |
| SymNet2025.12 | 5.8 | 0.8 | 21.4 | 7 | — | — | |
| VisProd2025.12 | 5.6 | 0.7 | 20.9 | 5.8 | — | — | |
| AoP2025.12 | 4.7 | 0.7 | 16.6 | 5.7 | — | — | |
| LE+2025.12 | 2.7 | 0.3 | 14.2 | 2.5 | — | — | |
| TMN2025.12 | 1.2 | 0.1 | 12.6 | 0.9 | — | — |