Spatio-temporal video grounding on HCSTVG v1 (test)
39.9m_vIoUST-GD(Swin-B)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ST-GD(Swin-B)Training Method=PEFT, TP=10.0M, Backbone=Swin-B2026.04 | 39.9 | 53.1 | 65.1 | 38.4 | |
| SpaceVLLM-7BEvaluation Protocol=Fine-tuning2026.02 | 39.3 | 56.9 | 66.6 | 36.9 | |
| ST-GD(Swin-T)Training Method=PEFT, TP=9.4M, Backbone=Swin-T2026.04 | 39.2 | 52 | 62.5 | 37.5 | |
| TA-STVG2025.02 | 39.1 | 53 | 63.1 | 36.8 | |
| TA-STVGEvaluation Protocol=Fine-tuning2026.02 | 39.1 | 53 | 63.1 | 36.8 | |
| STVG-R1Evaluation Protocol=Fine-tuning2026.02 | 39.1 | 56.9 | 66.7 | 38.6 | |
| CG-STVG2024.01 | 38.4 | 52.8 | 61.5 | 36.3 | |
| CG-STVGEvaluation Protocol=Fine-tuning2026.02 | 38.4 | 52.8 | 61.5 | 36.3 | |
| CG-STVGTraining Method=Trained from Scratch, TP=203M2026.04 | 38.4 | 52.8 | 61.5 | 36.3 | |
| VideoGrounding-DINOTraining Method=Partially Fine-tuned2026.04 | 38.3 | — | 62.4 | 36.1 | |
| CSDVL2024.01 | 36.9 | — | 62.2 | 34.8 | |
| CG-STVG2025.02 | 36.9 | 48.1 | 62.2 | 34.8 | |
| STVGFormerEvaluation Protocol=Fine-tuning2026.02 | 36.9 | — | 62.2 | 34.8 | |
| CSDVLTraining Method=Trained from Scratch2026.04 | 36.9 | — | 62.2 | 34.8 | |
| Baseline2024.01 | 36.5 | 50.4 | 58.6 | 32.3 | |
| Baseline2025.02 | 36.4 | 49.9 | 57.6 | 32.1 | |
| STVGFormer2025.02 | 35.8 | 46.9 | 56.3 | 37.1 | |
| STCAT2024.01 | 35.1 | 49.4 | 57.7 | 30.1 | |
| SGFDN2025.02 | 35.1 | 49.4 | 57.7 | 30.1 | |
| STCATTraining Method=Trained from Scratch, TP=207M2026.04 | 35.1 | 49.4 | 57.7 | 30.1 | |
| Qwen3-VL-8BEvaluation Protocol=Zero-shot, Visual Prompting=true2026.02 | 33 | 48.7 | 56.5 | 27.3 | |
| TubeDETR2024.01 | 32.4 | 43.7 | 49.8 | 23.5 | |
| TubeDETR2025.02 | 32.4 | 43.7 | 49.8 | 23.5 | |
| TubeDETREvaluation Protocol=Fine-tuning2026.02 | 32.4 | — | 49.8 | 23.5 | |
| TubeDETRTraining Method=Trained from Scratch, TP=185M2026.04 | 32.4 | 43.7 | 49.8 | 23.5 | |
| STCAT2025.02 | 30.4 | 46.4 | 50.4 | 18.8 | |
| RealVGTraining Method=Zero Shot2026.04 | 29.5 | — | 40 | 25.8 | |
| STVGBert2025.02 | 29.4 | 20.4 | 11.3 | — | |
| Qwen2.5-VL-72BEvaluation Protocol=Zero-shot, Visual Prompting=true2026.02 | 26 | 38.8 | 43 | 15.2 | |
| Qwen2.5-VL-7BEvaluation Protocol=Zero-shot, Visual Prompting=true2026.02 | 24.8 | 38.7 | 40.7 | 13.4 | |
| Qwen2.5-VL-72BEvaluation Protocol=Zero-shot, Visual Prompting=false2026.02 | 23.9 | 40.7 | 37 | 15.1 | |
| STVGBert2024.01 | 20.4 | — | 29.4 | 11.3 | |
| STVGBertTraining Method=Trained from Scratch2026.04 | 20.4 | — | 29.4 | 11.3 | |
| Qwen2.5-VL-7BEvaluation Protocol=Zero-shot, Visual Prompting=false2026.02 | 19.7 | 40.3 | 28.2 | 7.9 | |
| Qwen3-VL-8BEvaluation Protocol=Zero-shot, Visual Prompting=false2026.02 | 19.5 | 48.6 | 28.2 | 10.6 | |
| E3MPTraining Method=Zero Shot2026.04 | 19.1 | — | 29.4 | 10.6 | |
| STGVT2024.01 | 18.2 | — | 26.8 | 9.5 | |
| STProTraining Method=Weakly Supervised2026.04 | 17.6 | — | 27 | 12.9 | |
| GroundingGPT-7BEvaluation Protocol=Zero-shot2026.02 | 16.7 | 22.2 | 15 | 4.9 | |
| CVTPTraining Method=Weakly Supervised2026.04 | 16.4 | — | 18.7 | 8.3 | |
| InternVL3-8BEvaluation Protocol=Zero-shot, Visual Prompting=true2026.02 | 13.8 | 22.9 | 18.9 | 4.2 | |
| InternVL3-8BEvaluation Protocol=Zero-shot, Visual Prompting=false2026.02 | 11.7 | 22.6 | 15.3 | 2.8 |