Hallucination Detection on Video Hallucer
53.5Object-Relation AccuracyDTR
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| DTRModel=LLaVA-NeXT-Video-7B2026.04 | 53.5 | — | 28.98 | 44.5 | 4 | 31 | 32.4 | |
| BaselineModel=LLaVA-NeXT-Video-7B2026.04 | 52 | — | 17.61 | 37 | 3 | 26 | 27.12 | |
| DTRModel=Video-LLaVA-7B2026.04 | 52 | — | 28.41 | 29.5 | 10.5 | 38.5 | 31.78 | |
| TCDModel=LLaVA-NeXT-Video-7B2026.04 | 51 | — | 14.2 | 36 | 1.5 | 22.5 | 25.04 | |
| DINO-HEALModel=LLaVA-NeXT-Video-7B2026.04 | 51 | — | 18.75 | 37.5 | 3.5 | 27 | 27.55 | |
| VCDModel=LLaVA-NeXT-Video-7B2026.04 | 45.5 | — | 29.55 | 39.5 | 19.5 | 38.5 | 34.51 | |
| TCDModel=Video-LLaVA-7B2026.04 | 36 | — | 19.32 | 12.5 | 5 | 28 | 20.16 | |
| DINO-HEALModel=Video-LLaVA-7B2026.04 | 34.5 | — | 10.23 | 10.5 | 3 | 27 | 17.05 | |
| BaselineModel=Video-LLaVA-7B2026.04 | 34 | — | 8.52 | 11.5 | 3.5 | 27 | 16.9 | |
| VCDModel=Video-LLaVA-7B2026.04 | 31 | — | 26.7 | 25 | 20 | 29 | 26.34 | |
| VideoLLaMA3-2B2025.05 | — | 72 | — | — | — | — | — | |
| VideoLLaMA3-7B2025.05 | — | 74.7 | — | — | — | — | — | |
| VideoSafety-R1backbone=VideoLLaMA3-2B2025.05 | — | 70.6 | — | — | — | — | — |