Membership Inference on Video modality
100AUC-ROCFiMMIA
Evaluation Results
| Method | Links | |
|---|---|---|
| FiMMIAM_origin=Qwen2.5-VL-7B-Instruct, M_test=Qwen2.5-VL-7B-Instruct2025.12 | 100 | |
| FiMMIAM_origin=LLaVA-NeXT-Video, M_test=LLaVA-NeXT-Video2025.12 | 100 | |
| FiMMIAM_origin=LLaVA-NeXT-Video, M_test=LLaVA-NeXT-Video-DPO2025.12 | 100 | |
| FiMMIAM_origin=LLaVA-NeXT-Video-DPO, M_test=LLaVA-NeXT-Video2025.12 | 100 | |
| FiMMIAM_origin=LLaVA-NeXT-Video-DPO, M_test=LLaVA-NeXT-Video-DPO2025.12 | 100 | |
| FiMMIAM_origin=Qwen2.5-VL-3B-Instruct, M_test=Qwen2.5-VL-7B-Instruct2025.12 | 99.5 | |
| FiMMIAM_origin=Qwen2.5-VL-7B-Instruct, M_test=Qwen2.5-VL-3B-Instruct2025.12 | 98.7 | |
| FiMMIAM_origin=Qwen2.5-VL-7B-Instruct, M_test=LLaVA-NeXT-Video2025.12 | 96.5 | |
| FiMMIAM_origin=Qwen2.5-VL-3B-Instruct, M_test=Qwen2.5-VL-3B-Instruct2025.12 | 95.9 | |
| FiMMIAM_origin=Qwen2.5-VL-7B-Instruct, M_test=LLaVA-NeXT-Video-DPO2025.12 | 95.7 | |
| FiMMIAM_origin=Qwen2.5-VL-3B-Instruct, M_test=LLaVA-NeXT-Video2025.12 | 91.7 | |
| FiMMIAM_origin=Qwen2.5-VL-3B-Instruct, M_test=LLaVA-NeXT-Video-DPO2025.12 | 91.2 | |
| FiMMIAM_origin=LLaVA-NeXT-Video, M_test=Qwen2.5-VL-7B-Instruct2025.12 | 71.5 | |
| FiMMIAM_origin=LLaVA-NeXT-Video, M_test=Qwen2.5-VL-3B-Instruct2025.12 | 63.7 | |
| FiMMIAM_origin=LLaVA-NeXT-Video-DPO, M_test=Qwen2.5-VL-7B-Instruct2025.12 | 56.2 | |
| FiMMIAM_origin=LLaVA-NeXT-Video-DPO, M_test=Qwen2.5-VL-3B-Instruct2025.12 | 53.6 |