MLLM Personalization on LCMP-H
69.44ACC-CTAME
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| TAMEMLLM Backbone=InternVL3-8B, Training Free=true, State Aware=true2025.12 | 69.44 | 56.66 | 53.33 | 56.66 | |
| TAMEMLLM Backbone=Qwen2.5-VL-7B, Training Free=true, State Aware=true2025.12 | 66.11 | 46.11 | 43.88 | 49.44 | |
| PeKitMLLM Backbone=Qwen2.5-VL-7B, Training Free=true, State Aware=false2025.12 | 46.11 | 17.78 | 16.11 | 20 | |
| RAPMLLM Backbone=Phi3-V-3.8B, Training Free=false, State Aware=false2025.12 | 45.81 | 7.82 | 10.61 | 7.26 | |
| PeKitMLLM Backbone=InternVL3-8B, Training Free=true, State Aware=false2025.12 | 42.22 | 22.22 | 17.78 | 30.56 | |
| R2PMLLM Backbone=Qwen2.5-VL-7B, Training Free=true, State Aware=false2025.12 | 39.44 | 33.33 | 40.55 | 37.22 | |
| R2PMLLM Backbone=InternVL3-8B, Training Free=true, State Aware=false2025.12 | 39.44 | 38.33 | 42.22 | 40.55 | |
| RAPMLLM Backbone=LLaVA-v1.5-13B, Training Free=false, State Aware=false2025.12 | 39.11 | 3.91 | 36.31 | 17.88 | |
| MyVLMMLLM Backbone=LLaVA-v1.6-mistral-7B, Training Free=false, State Aware=false2025.12 | 35.56 | 15.56 | 17.22 | 18.89 | |
| MyVLMMLLM Backbone=LLaVA-v1.6-vicuna-7B, Training Free=false, State Aware=false2025.12 | 32.22 | 8.33 | 11.11 | 12.78 | |
| Yo’LLaVAMLLM Backbone=LLaVA-v1.5-13B, Training Free=false, State Aware=false2025.12 | 30.56 | 14.44 | 11.67 | 21.11 | |
| Yo’LLaVAMLLM Backbone=LLaVA-v1.5-7B, Training Free=false, State Aware=false2025.12 | 28.89 | 10.92 | 10.34 | 19.54 |