Video Temporal Grounding on QVHighlights
82.9R1@0.5SlotVTG
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| SlotVTGSource dataset=QVHighlights, LLM size=7B2026.03 | 82.9 | 91.3 | 69.3 | 76 | |
| Chrono-QwenSource dataset=QVHighlights, LLM size=7B2026.03 | 81.8 | 90.7 | 67.6 | 74.9 | |
| SlotVTGSource dataset=QVHighlights, LLM size=3B2026.03 | 79.5 | 87.3 | 64.6 | 71.7 | |
| Chrono-QwenSource dataset=QVHighlights, LLM size=3B2026.03 | 79.1 | 87.6 | 64.8 | 71.7 | |
| Chrono-BLIPSource dataset=QVHighlights, LLM size=4B2026.03 | 76.8 | 86.1 | 62.8 | 70.8 | |
| TARType=RL, Size=7B, FT=true2025.08 | 76.1 | 85.6 | 58.5 | 65.9 | |
| FlashVTGType=VLP, FT=true2025.08 | 73.1 | — | 57.3 | — | |
| TaROSize=7B, Base Model=Qwen2.5-VL-7B-Instruct, Evaluation Protocol=Zero-shot2026.06 | 69.4 | 82.6 | 48.8 | — | |
| TaROSize=8B, Base Model=Qwen3-VL-8B-Instruct, Evaluation Protocol=Zero-shot2026.06 | 68.5 | 82.7 | 51.7 | — | |
| CG-DETRType=VLP, FT=true2025.08 | 67.4 | — | 52.1 | — | |
| OmniVTGmode=zero-shot2026.04 | 67 | 82.8 | 47.3 | — | |
| Time-R1mode=zero-shot2026.04 | 66.2 | 80.3 | 44.8 | — | |
| Time-R1Size=7B, Base Model=Qwen2.5-VL-7B-Instruct, Evaluation Protocol=Zero-shot2026.06 | 66.2 | 80.3 | 44.8 | — | |
| Time-R1Type=RL, Size=7B, FT=true, additional_TVG_datasets=true2025.08 | 66.2 | 74.1 | 52.7 | 59.1 | |
| CG-DETRSource dataset=QVHighlights, LLM size=-2026.03 | 65.6 | 77.5 | 52.1 | 61.3 | |
| EaTRType=VLP, FT=true2025.08 | 61.4 | — | 45.8 | — | |
| UniVTGType=VLP, FT=true2025.08 | 59.7 | — | — | — | |
| EaTRSource dataset=QVHighlights, LLM size=-2026.03 | 59.6 | 70.3 | 40.3 | 53.1 | |
| SlotVTGSource dataset=Charades-STA, LLM size=7B2026.03 | 57.6 | 74 | 32.2 | 51.3 | |
| Qwen3-VL-8B-ThinkSize=8B, Base Model=Qwen3-VL-8B-Instruct, Evaluation Protocol=Zero-shot2026.06 | 56.3 | 69.4 | 42.7 | — | |
| VideoChat-R1.5Size=7B, Base Model=Qwen2.5-VL-7B-Instruct, Evaluation Protocol=Zero-shot2026.06 | 55.8 | 71.4 | 38.4 | — | |
| M-DETRType=VLP, FT=true2025.08 | 53.9 | — | 34.8 | — | |
| Chrono-QwenSource dataset=Charades-STA, LLM size=7B2026.03 | 53.5 | 70.3 | 29.6 | 49 | |
| SlotVTGSource dataset=Charades-STA, LLM size=3B2026.03 | 47.9 | 66 | 26.2 | 45 | |
| Qwen3-VL-8B-InstructSize=8B, Base Model=Qwen3-VL-8B-Instruct, Evaluation Protocol=Zero-shot2026.06 | 45.9 | 57.2 | 34.5 | — | |
| Chrono-BLIPSource dataset=Charades-STA, LLM size=4B2026.03 | 43.9 | 66.6 | 23.7 | 43.9 | |
| Chrono-QwenSource dataset=Charades-STA, LLM size=3B2026.03 | 43.6 | 63.3 | 23.3 | 42.7 | |
| TaROSize=3B, Base Model=Qwen2.5-VL-3B-Instruct, Evaluation Protocol=Zero-shot2026.06 | 43.1 | 65.6 | 20.8 | — | |
| UniTimeSource dataset=Zero-Shot, LLM size=7B2026.03 | 41 | — | 31.5 | 43.7 | |
| UniTimemode=zero-shot2026.04 | 41 | — | 31.5 | — | |
| UniTimeSize=7B, Base Model=Qwen2.5-VL-7B-Instruct, Evaluation Protocol=Zero-shot2026.06 | 41 | — | 31.5 | — | |
| VTimeLLMmode=zero-shot2026.04 | 26.1 | — | 11.1 | — | |
| VTimeLLMSize=7B, Evaluation Protocol=Zero-shot2026.06 | 26.1 | — | 11.1 | — | |
| CG-DETRSource dataset=Charades-STA, LLM size=-2026.03 | 22.8 | 37.4 | 10.5 | 25.2 | |
| Time-R1Size=3B, Base Model=Qwen2.5-VL-3B-Instruct, Evaluation Protocol=Zero-shot2026.06 | 19.7 | 40.8 | 5.9 | — | |
| EaTRSource dataset=Charades-STA, LLM size=-2026.03 | 17 | 31.7 | 6.4 | 21.5 | |
| TimeSuiteSource dataset=Zero-Shot, LLM size=7B2026.03 | 12.3 | — | 9.2 | 21.3 | |
| TimeSuitemode=zero-shot2026.04 | 12.3 | — | 9.16 | — | |
| TimeSuiteSize=7B, Evaluation Protocol=Zero-shot2026.06 | 12.3 | — | 9.16 | — | |
| Qwen2.5-VL-3B-InstructSize=3B, Base Model=Qwen2.5-VL-3B-Instruct, Evaluation Protocol=Zero-shot2026.06 | 9.9 | 16.8 | 3.1 | — | |
| TimeChatmode=zero-shot2026.04 | 8.32 | — | 4.26 | — | |
| TimeChatSize=7B, Evaluation Protocol=Zero-shot2026.06 | 8.32 | — | 4.26 | — | |
| Qwen2.5-VL-7Bmode=zero-shot2026.04 | 7.1 | 15.9 | 4.19 | — | |
| Qwen2.5-VL-7B-InstructSize=7B, Base Model=Qwen2.5-VL-7B-Instruct, Evaluation Protocol=Zero-shot2026.06 | 7.1 | 15.93 | 4.19 | — |