MLLM Personalization on LCMP-E
77.08ACC-CTAME
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TAMEMLLM Backbone=InternVL3-8B, Training Free=true, State Aware=true2025.12 | 77.08 | 52.22 | 58.75 | |
| TAMEMLLM Backbone=Qwen2.5-VL-7B, Training Free=true, State Aware=true2025.12 | 75.41 | 46.11 | 47.08 | |
| PeKitMLLM Backbone=InternVL3-8B, Training Free=true, State Aware=false2025.12 | 56.25 | 27.92 | 28.33 | |
| PeKitMLLM Backbone=Qwen2.5-VL-7B, Training Free=true, State Aware=false2025.12 | 53.33 | 25.83 | 30.83 | |
| RAPMLLM Backbone=Phi3-V-3.8B, Training Free=false, State Aware=false2025.12 | 52.08 | 12.13 | 19.25 | |
| RAPMLLM Backbone=LLaVA-v1.5-13B, Training Free=false, State Aware=false2025.12 | 46.66 | 4.18 | 31.38 | |
| R2PMLLM Backbone=Qwen2.5-VL-7B, Training Free=true, State Aware=false2025.12 | 44.17 | 38.33 | 44.58 | |
| R2PMLLM Backbone=InternVL3-8B, Training Free=true, State Aware=false2025.12 | 43.75 | 40.41 | 42.91 | |
| MyVLMMLLM Backbone=LLaVA-v1.6-mistral-7B, Training Free=false, State Aware=false2025.12 | 42.91 | 10.83 | 13.75 | |
| Yo’LLaVAMLLM Backbone=LLaVA-v1.5-13B, Training Free=false, State Aware=false2025.12 | 42.08 | 5.42 | 15.83 | |
| Yo’LLaVAMLLM Backbone=LLaVA-v1.5-7B, Training Free=false, State Aware=false2025.12 | 40.41 | 6.47 | 16.81 | |
| MyVLMMLLM Backbone=LLaVA-v1.6-vicuna-7B, Training Free=false, State Aware=false2025.12 | 39.16 | 9.58 | 14.58 |