Temporal Video Grounding on ActivityNet (test)
39Recall @ 0.5Time-R1
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Time-R1Protocol=Zero-shot, Model Size=7B, Input Modality=Video-only2025.12 | 39 | 58.6 | 21.4 | — | |
| ChronusOmniProtocol=Zero-shot, Model Size=7B, Input Modality=Video-only2025.12 | 38.2 | 56.9 | 22.1 | — | |
| LongVA-7B-DPOModel Category=General Vid-LLMs, Enhancement=NumPro-FT2024.11 | 37.5 | 55.6 | 20.6 | 38.8 | |
| VideoChat-R1Protocol=Zero-shot, Model Size=7B, Input Modality=Video-only2025.12 | 33.4 | — | 17.7 | — | |
| GPT-4oModel Category=General Vid-LLMs, Enhancement=NumPro2024.11 | 30.8 | 45.5 | 18.4 | 33.6 | |
| VTimeLLMModel size=13B2023.11 | 29.5 | 44.8 | 14.2 | 31.4 | |
| HawkEyeModel Category=VTG-Tuned Vid-LLMs2024.11 | 29.3 | 49.1 | 10.7 | 32.7 | |
| HawkeyeProtocol=Zero-shot, Model Size=7B, Input Modality=Video-only2025.12 | 29.3 | 49.1 | 10.7 | — | |
| VTimeLLMModel size=7B2023.11 | 27.8 | 44 | 14.3 | 30.4 | |
| VTimeLLMModel Category=VTG-Tuned Vid-LLMs2024.11 | 27.8 | 44 | 14.3 | 30.4 | |
| VTimeLLMProtocol=Zero-shot, Model Size=7B, Input Modality=Video-only2025.12 | 27.8 | 44 | 14.3 | — | |
| MomentorModel Category=VTG-Tuned Vid-LLMs2024.11 | 26.6 | 42.6 | 11.6 | 28.5 | |
| Qwen2-VL-7BModel Category=General Vid-LLMs, Enhancement=NumPro2024.11 | 26.4 | 44.2 | 14.4 | 31.3 | |
| LITAModel Category=VTG-Tuned Vid-LLMs2024.11 | 25.9 | — | — | 28.6 | |
| iMOVEProtocol=Zero-shot, Model Size=Smaller than ChronusOmni, Input Modality=Video-only2025.12 | 23.1 | 42.4 | 12.1 | — | |
| GPT-4oModel Category=General Vid-LLMs2024.11 | 21.2 | 33.3 | 10.4 | 23.7 | |
| TimeChatProtocol=Zero-shot, Model Size=7B, Input Modality=Video-only2025.12 | 20.2 | 36.2 | 9.5 | — | |
| Time-R1Model Size=3B2026.01 | 19.8 | 34.8 | 9 | 23.7 | |
| ARROWGEVModel Size=3B2026.01 | 19.4 | 36.1 | 9.9 | 24.3 | |
| TimeChatModel Category=VTG-Tuned Vid-LLMs2024.11 | 16.9 | 30.2 | 8.2 | 21.8 | |
| VideoChatGPTModel size=7B2023.11 | 13.6 | 26.4 | 6.1 | 18.9 | |
| Qwen-2.5-VLModel Size=3B2026.01 | 11.5 | 22 | 4.8 | 15.7 | |
| LongVA-7B-DPOModel Category=General Vid-LLMs, Enhancement=NumPro2024.11 | 10.8 | 20.1 | 5.4 | 15.2 | |
| Qwen2-VL-7BModel Category=General Vid-LLMs2024.11 | 9.4 | 17 | 3.9 | 12.5 | |
| LongVA-7B-DPOModel Category=General Vid-LLMs2024.11 | 5.3 | 11.8 | 1.9 | 8.2 | |
| VideoChatModel size=7B2023.11 | 3.7 | 8.8 | 1.5 | 7.2 | |
| VideoLLaMAModel size=7B2023.11 | 2.1 | 6.9 | 0.8 | 6.5 |