Compositional Zero-Shot Learning on UT-Zappos open-vocabulary partition
34.32HM (Harmonic Mean)DFSP + SPA
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| DFSP + SPAParadigm=VLM Prompting, SPA=True2026.03 | 34.32 | 16.83 | 20.64 | 14.4 | 7.18 | 11.64 | 13.69 | |
| Troika + SPAParadigm=VLM Prompting, SPA=True2026.03 | 32.98 | 15.42 | 20.93 | 11.03 | 6.85 | 9.11 | 7.73 | |
| DFSPParadigm=VLM Prompting, SPA=False2026.03 | 32.07 | 15 | 20.86 | 13.77 | 6.61 | 10.39 | 2.38 | |
| +SPA AvgSPA=True2026.03 | 31.61 | 13.51 | 18.37 | 10.82 | 6.51 | 9.45 | 10.17 | |
| TroikaParadigm=VLM Prompting, SPA=False2026.03 | 31.13 | 14.88 | 21.32 | 10.87 | 5.47 | 7.83 | 2.11 | |
| HPL + SPAParadigm=VLM Prompting, SPA=True2026.03 | 30.13 | 11.03 | 15.99 | 8.99 | 6.32 | 7.38 | 8.67 | |
| Baseline AvgSPA=False2026.03 | 29.59 | 12.29 | 18.68 | 10.58 | 4.82 | 7.98 | 2.45 | |
| CSP + SPAParadigm=VLM Prompting, SPA=True2026.03 | 29.01 | 10.75 | 15.91 | 8.86 | 5.66 | 9.66 | 10.57 | |
| HPLParadigm=VLM Prompting, SPA=False2026.03 | 27.83 | 9.7 | 16.52 | 9.1 | 3.23 | 6.56 | 1.98 | |
| CSPParadigm=VLM Prompting, SPA=False2026.03 | 27.33 | 9.56 | 16.01 | 8.58 | 3.97 | 7.16 | 3.33 |