Personalized Understanding on OmniPBench
0.94Rec WeightRAP-MLLM
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| RAP-MLLMToken=~1,0002026.01 | 0.94 | 61.6 | 61.6 | 71.2 | 72.2 | |
| MC-LLaVAToken=16, Training Images=~102026.01 | 0.924 | 62.8 | 63.7 | 60.1 | 58.3 | |
| Yo'LLaVAToken=16, Training Images=~1002026.01 | 0.919 | 60.9 | 62.9 | 61.2 | 59.3 | |
| OmniPersonaToken=32, Training Images=~102026.01 | 0.852 | 52.9 | 60.3 | 64.6 | 67.8 | |
| UnictokenToken=32, Training Images=~102026.01 | 0.79 | 50.3 | 52.3 | 54.4 | 60.3 | |
| Bagel+TPToken=~1002026.01 | 0.788 | 42 | 54.2 | 44.5 | 63.2 | |
| GPT-4o+IPToken=~1,0002026.01 | 0.773 | 54.3 | 68.5 | 58.9 | 65.2 | |
| Yo'LLaVA(Phi-1.5)Token=16, Training Images=~1002026.01 | 0.765 | 48.8 | 49.7 | 51 | 49.4 | |
| Yo'ChameleonToken=32, Training Images=~1,0002026.01 | 0.764 | 47.4 | 50.7 | 51 | 58.1 | |
| GPT-4o+TPToken=~1002026.01 | 0.742 | 47.3 | 67.6 | 61 | 68.5 | |
| Chameleon+TPToken=~1002026.01 | 0.69 | 41.3 | 48.8 | 50.9 | 56.4 | |
| Qwen2.5-VL + TPToken=~1002026.01 | 0.66 | 40.7 | 72.7 | 57.4 | 77.4 | |
| Show-o+TPToken=~1002026.01 | 0.566 | 46.1 | 40.9 | 50.4 | 57.9 | |
| Chameleon+IPToken=~1,0002026.01 | 0.493 | 44.5 | 49.8 | 40.7 | 53.5 |