Detailed Localized Video Captioning on VideoRefer-BenchD Multi-Frame
3.44Average ScoreGAR-8B
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| GAR-8Bmode=Zero-shot, frame_protocol=multi-frame, sampled_frames=16, AnyRes=off2025.10 | 3.44 | 4.53 | 3.25 | 2.57 | 3.42 | |
| DAM-8Bmode=Zero-shot, frame_protocol=multi-frame, sampled_frames=16, AnyRes=off2025.10 | 3.34 | 4.45 | 3.3 | 3.03 | 2.58 | |
| GPT-4omode=Zero-shot, frame_protocol=multi-frame, sampled_frames=16, AnyRes=off2025.10 | 3.25 | 4.15 | 3.31 | 3.11 | 2.43 | |
| InternVL2-26Bmode=Zero-shot, frame_protocol=multi-frame, sampled_frames=16, AnyRes=off2025.10 | 3.2 | 4.08 | 3.35 | 3.08 | 2.28 | |
| GAR-1Bmode=Zero-shot, frame_protocol=multi-frame, sampled_frames=16, AnyRes=off2025.10 | 2.83 | 4.38 | 3.01 | 1.61 | 2.3 | |
| Qwen2-VL-7Bmode=Zero-shot, frame_protocol=multi-frame, sampled_frames=16, AnyRes=off2025.10 | 2.55 | 3.3 | 2.54 | 2.22 | 2.12 | |
| LLaVA-OneVison-7Bmode=Zero-shot, frame_protocol=multi-frame, sampled_frames=16, AnyRes=off2025.10 | 2.48 | 3.09 | 1.94 | 2.5 | 2.41 | |
| Osprey-7Bmode=Zero-shot, frame_protocol=multi-frame, sampled_frames=16, AnyRes=off2025.10 | 2.41 | 3.3 | 2.66 | 2.1 | 1.58 | |
| Artemis-7Bmode=Zero-shot, frame_protocol=multi-frame, sampled_frames=16, AnyRes=off2025.10 | 2.26 | 3.42 | 1.34 | 1.39 | 2.9 | |
| Ferret-7Bmode=Zero-shot, frame_protocol=multi-frame, sampled_frames=16, AnyRes=off2025.10 | 2.23 | 3.2 | 2.38 | 1.97 | 1.38 |