Temporal Grounding on Charades-STA (generalization)
48.7R1@0.5TimeSuite
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| TimeSuiteCategory=Trained Temporal Grounding VideoLLMs2025.10 | 48.7 | 69.9 | 24 | — | |
| TRACECategory=Trained Temporal Grounding VideoLLMs2025.10 | 40.3 | — | 19.4 | — | |
| A.I.R.Backbone=Qwen2.5-VL-7B, Category=Training-Free Frame Selection Methods2025.10 | 39.5 | 59.5 | 18 | 38.8 | |
| GenSCategory=Trained Frame Selection Methods2025.10 | 38.7 | 62.9 | 15.2 | 38 | |
| TimeChatCategory=Trained Temporal Grounding VideoLLMs2025.10 | 32.2 | — | 13.4 | 30.6 | |
| GPT-4oCategory=General VideoLLMs2025.10 | 32 | 55 | 11.5 | 35.4 | |
| HawkEyeCategory=Trained Temporal Grounding VideoLLMs2025.10 | 31.4 | 50.6 | 14.5 | 33.7 | |
| Qwen2.5-VL-7BCategory=General VideoLLMs2025.10 | 30.3 | 44.5 | 15.2 | 30.1 | |
| VTimeLLMCategory=Trained Temporal Grounding VideoLLMs2025.10 | 27.5 | 51 | 11.4 | 31.2 | |
| AriaCategory=General VideoLLMs2025.10 | 18.6 | 39 | 6.6 | 26.7 | |
| LongVA-7B-DPOCategory=General VideoLLMs2025.10 | 10.1 | 22.6 | 2.2 | 14.6 |