Spatio-temporal video grounding on HCSTVG v2 (val)
40.8m_vIoUSTVG-R1
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| STVG-R1Evaluation Protocol=Fine-tuning2026.02 | 40.8 | 61.3 | 67.9 | 38.8 | |
| TA-STVG2025.02 | 40.2 | 60.4 | 65.8 | 36.7 | |
| TA-STVGEvaluation Protocol=Fine-tuning2026.02 | 40.2 | 60.4 | 65.8 | 36.7 | |
| TA-STVG2026.02 | 40.2 | 60.4 | 65.8 | 36.7 | |
| CG-STVG2024.01 | 39.5 | 60 | 64.5 | 36.3 | |
| CG-STVG2025.02 | 39.5 | 60 | 64.5 | 36.3 | |
| CG-STVGEvaluation Protocol=Fine-tuning2026.02 | 39.5 | 60 | 64.5 | 36.3 | |
| CG-STVGLearning Paradigm=Fully-Supervised2026.02 | 39.5 | — | 64.5 | 36.3 | |
| CG-STVG2026.02 | 39.5 | 60 | 64.5 | 36.3 | |
| ART-STVG2026.02 | 39.2 | 59.2 | 64.4 | 33.2 | |
| CSDVL2024.01 | 38.7 | 58.1 | 65.5 | 33.8 | |
| STVGFormer2025.02 | 38.7 | 58.1 | 65.5 | 33.8 | |
| STVGFormerEvaluation Protocol=Fine-tuning2026.02 | 38.7 | 58.1 | 65.5 | 33.8 | |
| CSDVLLearning Paradigm=Fully-Supervised2026.02 | 38.7 | — | 65.5 | 33.8 | |
| STVGFormer2026.02 | 38.7 | 58.1 | 65.5 | 33.8 | |
| Baseline2025.02 | 37.9 | 58.3 | 62.6 | 33 | |
| Baseline2024.01 | 37.8 | 58.6 | 62.4 | 32.1 | |
| STCAT2026.02 | 36.9 | 56.6 | 60.3 | 33.6 | |
| TubeDETR2024.01 | 36.4 | — | 58.8 | 30.6 | |
| TubeDETR2025.02 | 36.4 | 53.9 | 58.8 | 30.6 | |
| TubeDETREvaluation Protocol=Fine-tuning2026.02 | 36.4 | 53.9 | 58.8 | 30.6 | |
| TubeDETRLearning Paradigm=Fully-Supervised2026.02 | 36.4 | — | 58.8 | 30.6 | |
| TubeDETR2026.02 | 36.4 | 53.9 | 58.8 | 30.6 | |
| Qwen3-VL-8BEvaluation Protocol=Zero-shot, Visual Prompting=true2026.02 | 35.8 | 52.2 | 57.9 | 30.3 | |
| ASTGLearning Paradigm=Zero-Shot2026.02 | 34.8 | — | 55.5 | 31.4 | |
| SpaceVLLM-7BEvaluation Protocol=Fine-tuning2026.02 | 34 | 58 | 56.9 | 24.7 | |
| RealVGLearning Paradigm=Zero-Shot2026.02 | 33.1 | — | 42.3 | 27 | |
| 2D-Tan2024.01 | 30.4 | — | 50.4 | 18.8 | |
| 2D-Tan2025.02 | 30.4 | — | 50.4 | 18.8 | |
| 2D-Tan2026.02 | 30.4 | — | 50.4 | 18.8 | |
| MMN2024.01 | 30.3 | — | 49 | 25.6 | |
| MMN2025.02 | 30.3 | — | 49 | 25.6 | |
| MMN2026.02 | 30.3 | — | 49 | 25.6 | |
| PCC2024.01 | 30 | — | — | — | |
| PCC2025.02 | 30 | — | — | — | |
| Baseline2026.02 | 29.9 | 46.2 | 45 | 21.1 | |
| LN-STVGLearning Paradigm=Zero-Shot2026.02 | 27.7 | — | 44.7 | 19.5 | |
| Qwen2.5-VL-72BEvaluation Protocol=Zero-shot, Visual Prompting=true2026.02 | 27.3 | 42 | 43.5 | 16.3 | |
| Qwen2.5-VL-72BEvaluation Protocol=Zero-shot, Visual Prompting=false2026.02 | 23.4 | 43.9 | 36.1 | 13.4 | |
| CoSPaLLearning Paradigm=Weakly-Supervised2026.02 | 22.2 | — | 31.4 | 18.9 | |
| STProLearning Paradigm=Weakly-Supervised2026.02 | 20 | — | 31.1 | 14.6 | |
| Qwen2.5-VL-7BEvaluation Protocol=Zero-shot, Visual Prompting=true2026.02 | 19.5 | 44.7 | 28.7 | 10.9 | |
| Qwen2.5-VL-7BEvaluation Protocol=Zero-shot, Visual Prompting=false2026.02 | 19.3 | 45.1 | 26 | 8.2 | |
| ART-STVGTraining video length=40 seconds2026.02 | 18.8 | 28.3 | 27 | 11.9 | |
| Qwen3-VL-8BEvaluation Protocol=Zero-shot, Visual Prompting=false2026.02 | 17.2 | 51.2 | 22.8 | 7.6 | |
| InternVL3-8BEvaluation Protocol=Zero-shot, Visual Prompting=true2026.02 | 15.4 | 25 | 18.1 | 4.5 | |
| GroundingGPT-7BEvaluation Protocol=Zero-shot2026.02 | 14.7 | 19.6 | 16.6 | 3.1 | |
| InternVL3-8BEvaluation Protocol=Zero-shot, Visual Prompting=false2026.02 | 12.8 | 24.9 | 14.2 | 3.2 | |
| STCATTraining video length=40 seconds2026.02 | 12.2 | 21 | 7.4 | 0.6 | |
| CG-STVGTraining video length=40 seconds2026.02 | 12 | 20.5 | 8 | 1 | |
| TA-STVGTraining video length=40 seconds2026.02 | 11.8 | 20.7 | 7.7 | 0.5 | |
| TubeDETRTraining video length=40 seconds2026.02 | 11.5 | 20.8 | 9.8 | 3.9 |