Personalized Fill-In-The-Blank (P-FITB) on Polyvore
64.98Top-4 AccuracyCFALR
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CFALRMethod Type=Ours2026.06 | 64.98 | 39.57 | 24.59 | |
| Bundle-MLLMMethod Type=Bundle Rec2026.06 | 47.75 | 25.19 | 14.59 | |
| Qwen3.5-VL-35BMethod Type=VLM2026.06 | 47.46 | 20.41 | 9.13 | |
| GPT-5.4-miniMethod Type=VLM2026.06 | 44.26 | 18.44 | 6.72 | |
| LLMCBRMethod Type=Bundle Rec2026.06 | 43.71 | 24.3 | 16.11 | |
| CPTMMethod Type=CF-based Rec2026.06 | 43.2 | 27.44 | 20.64 | |
| GP-BPRMethod Type=CF-based Rec2026.06 | 41.07 | 25.99 | 19.23 | |
| GPT-4Method Type=LLM2026.06 | 38.73 | 18 | 6.23 | |
| DGSRMethod Type=CF-based Rec2026.06 | 35.38 | 20.34 | 16.21 | |
| Qwen3-VL-8BMethod Type=VLM2026.06 | 34.58 | 13.31 | 7.32 | |
| Qwen2.5-VL-7BMethod Type=VLM2026.06 | 29.03 | 12.6 | 6.87 | |
| VicunaMethod Type=LLM2026.06 | 24.16 | 9.73 | 5.13 |