Moment Localization on RexTime 1.0 (test)
41.46mIoUGraphThinker
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GraphThinkerParam. (B)=7B, Type=Reinforcement Learning2026.02 | 41.46 | 57.54 | 40.36 | |
| TimeSearchParam. (B)=7B, Type=Reinforcement Learning2026.02 | 36.7 | 48.4 | 36.4 | |
| GPT-4oParam. (B)=-, Type=Zero-shot2026.02 | 36.28 | 45.33 | 34 | |
| UniVTGParam. (B)=-, Type=Vision-Language Pretrained2026.02 | 34.63 | 53.48 | 34.53 | |
| VTimeLLMParam. (B)=7B, Type=Supervised Fine-Tuning2026.02 | 29.92 | 43.69 | 26.13 | |
| Gemini-1.5-ProParam. (B)=-, Type=Zero-shot2026.02 | 28.43 | 35.67 | 25 | |
| Reka-CoreParam. (B)=-, Type=Zero-shot2026.02 | 27.95 | 36.33 | 24 | |
| GPT-4VParam. (B)=-, Type=Zero-shot2026.02 | 26.74 | 33.33 | 22 | |
| CG-DETRParam. (B)=-, Type=Vision-Language Pretrained2026.02 | 26.53 | 39.71 | 22.73 | |
| TimeChatParam. (B)=7B, Type=Supervised Fine-Tuning2026.02 | 26.29 | 40.13 | 21.42 | |
| TOGAParam. (B)=7B, Type=Zero-shot2026.02 | 25.53 | 29.91 | 19.79 | |
| GraphThinker(w/o RL)Param. (B)=7B, Type=Zero-shot2026.02 | 25.34 | 33.92 | 20.25 | |
| Claude3-OpusParam. (B)=-, Type=Zero-shot2026.02 | 23.61 | 30.67 | 17.67 | |
| LITAParam. (B)=13B, Type=Zero-shot2026.02 | 21.49 | 29.49 | 16.29 | |
| VTimeLLMParam. (B)=7B, Type=Zero-shot2026.02 | 20.14 | 28.84 | 17.41 | |
| Qwen2.5-VLParam. (B)=7B, Type=Zero-shot2026.02 | 13.6 | 16.05 | 9.24 | |
| TimeChatParam. (B)=7B, Type=Zero-shot2026.02 | 11.65 | 14.42 | 7.61 |