Compositional Zero-Shot Learning on MIT-States open-vocabulary
28.9HMDFSP + SPA
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| DFSP + SPAParadigm=VLM Prompting Paradigm, SPA=true, Backbone=CLIP ViT-B/322026.03 | 28.9 | 12.32 | 43.63 | 33.52 | 34.11 | 27.36 | 21.99 | 26.88 | 24.07 | |
| DFSPParadigm=VLM Prompting Paradigm, SPA=false, Backbone=CLIP ViT-B/322026.03 | 28.12 | 12.09 | 44.19 | 33.13 | 35.81 | 25.11 | 18.08 | 26.51 | 21.71 | |
| SPA AvgParadigm=VLM Prompting Paradigm, SPA=true, Backbone=CLIP ViT-B/322026.03 | 27.91 | 11.12 | 38.91 | 33.82 | 30.63 | 26.38 | 24.54 | 26.55 | 27.92 | |
| CSP + SPAParadigm=VLM Prompting Paradigm, SPA=true, Backbone=CLIP ViT-B/322026.03 | 27.8 | 10.59 | 36.53 | 34.01 | 28.47 | 27.9 | 26.52 | 27.38 | 29.44 | |
| HPL + SPAParadigm=VLM Prompting Paradigm, SPA=true, Backbone=CLIP ViT-B/322026.03 | 27.49 | 10.6 | 36.45 | 34.2 | 29.6 | 24.11 | 25.48 | 25.71 | 32.03 | |
| Troika + SPAParadigm=VLM Prompting Paradigm, SPA=true, Backbone=CLIP ViT-B/322026.03 | 27.45 | 10.97 | 39.03 | 33.56 | 30.32 | 26.16 | 24.15 | 26.22 | 26.15 | |
| Baseline AvgParadigm=VLM Prompting Paradigm, SPA=false, Backbone=CLIP ViT-B/322026.03 | 27.21 | 10.84 | 39.09 | 33.02 | 31.07 | 25.89 | 21.94 | 25.87 | 23.66 | |
| TroikaParadigm=VLM Prompting Paradigm, SPA=false, Backbone=CLIP ViT-B/322026.03 | 27.11 | 10.89 | 39.6 | 32.7 | 30.32 | 28.45 | 21.78 | 26.41 | 18.16 | |
| CSPParadigm=VLM Prompting Paradigm, SPA=false, Backbone=CLIP ViT-B/322026.03 | 26.82 | 10.22 | 36.53 | 33.11 | 29.03 | 26.19 | 22.36 | 26.22 | 25.52 | |
| HPLParadigm=VLM Prompting Paradigm, SPA=false, Backbone=CLIP ViT-B/322026.03 | 26.77 | 10.15 | 36.05 | 33.14 | 29.11 | 23.81 | 25.52 | 24.35 | 29.25 | |
| OADis+NELParadigm=Traditional (Non-VLM)2026.03 | 10.94 | 2.41 | 29.02 | 11.13 | 14.11 | 18.87 | 8.24 | 5.49 | 3.54 | |
| CANetParadigm=Traditional (Non-VLM)2026.03 | 10.52 | 2.4 | 26.42 | 9.54 | 16.56 | 23.08 | 6.15 | 4.08 | 0.58 | |
| CompCosParadigm=Traditional (Non-VLM)2026.03 | 10.22 | 1.97 | 26.53 | 10.29 | 14.32 | 21.09 | 5.86 | 2.89 | 0.63 | |
| SCENParadigm=Traditional (Non-VLM)2026.03 | 9.72 | 1.73 | 22.08 | 8.25 | 11.85 | 30.02 | 3.82 | 0.33 | 0.08 | |
| OADisParadigm=Traditional (Non-VLM)2026.03 | 9.55 | 1.83 | 25.35 | 10.79 | 12.18 | 16.06 | 6.4 | 5.41 | 1.34 | |
| LEParadigm=Traditional (Non-VLM)2026.03 | 7.64 | 1.01 | 16.29 | 9.46 | 10.24 | 11.38 | 5.98 | 4.15 | 2.87 |