Personalized Outfit Generation on Polyvore (test)
24.28PPCFALR
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CFALRMethod Type=Ours2026.06 | 24.28 | 46.26 | 35.56 | |
| Bundle-MLLMMethod Type=Bundle Rec2026.06 | 23.37 | 43.61 | 28.69 | |
| CPTMMethod Type=CF-based Rec2026.06 | 23.14 | 45.06 | 33.65 | |
| LLMCBRMethod Type=Bundle Rec2026.06 | 22.81 | 43.31 | 31.51 | |
| GPT-5.4-miniMethod Type=VLM2026.06 | 22.02 | 42.18 | 21.92 | |
| Qwen3.5-VL-35BMethod Type=VLM2026.06 | 21.06 | 41.06 | 20.75 | |
| GP-BPRMethod Type=CF-based Rec2026.06 | 16.49 | 39.42 | 21.37 | |
| DGSRMethod Type=CF-based Rec2026.06 | 16.45 | 41.93 | 24.57 | |
| TOGMethod Type=Outfit Gen2026.06 | 13.99 | 38.94 | 19.86 | |
| Qwen3-VL-8BMethod Type=VLM2026.06 | 13.17 | 27.5 | 6.63 | |
| Qwen2.5-VL-7BMethod Type=VLM2026.06 | 9.44 | 38 | 12.64 | |
| GPT-4Method Type=LLM2026.06 | 8.47 | 29.51 | 7.94 | |
| VicunaMethod Type=LLM2026.06 | 4.88 | 36.21 | 8.56 |