Temporal Grounding on OVIS (test)
35.25R1@0.5LD-DETR
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| LD-DETRCategory=Temporal2025.10 | 35.25 | 40.83 | — | — | — | — | — | |
| LD-DETR2025.10 | 35.25 | 40.83 | 78.27 | 52.33 | 84.16 | 63.31 | 46.73 | |
| GPT-4oCategory=Proprietary Spatiotemporal2025.10 | 35.17 | 35.55 | — | — | — | — | — | |
| GPT-5.42025.10 | 35.17 | 35.55 | 62.47 | 48.76 | 65.94 | 52.03 | 38.6 | |
| R^2-TuningCategory=Temporal2025.10 | 34.92 | 38.5 | — | — | — | — | — | |
| R2-Tuning2025.10 | 34.92 | 38.5 | 75.28 | 54.1 | 80.66 | 63.54 | 46.07 | |
| SVAGFormerCategory=Ours2025.10 | 33.37 | 39.27 | — | — | — | — | — | |
| SVAGFormer2025.10 | 33.37 | 39.27 | 82.37 | 52.66 | 85.63 | 61.22 | 43.98 | |
| Claude-3.5 SonnetCategory=Proprietary Spatiotemporal2025.10 | 27.45 | 29.07 | — | — | — | — | — | |
| GPT-4o miniCategory=Proprietary Spatiotemporal2025.10 | 27.3 | 30.8 | — | — | — | — | — | |
| GPT-4.1 mini2025.10 | 27.3 | 30.8 | 62.54 | 41.07 | 62.88 | 43.28 | 27.48 | |
| d2vlmCategory=Temporal2025.10 | 21.62 | 29.3 | — | — | — | — | — | |
| d2vlm2025.10 | 21.62 | 29.3 | 69.4 | 51 | 69.95 | 51.72 | 21.58 | |
| VTimeLLMCategory=Temporal2025.10 | 20.84 | 27.73 | — | — | — | — | — | |
| VTimeLLM2025.10 | 20.84 | 27.73 | 64.3 | 42.24 | 61.76 | 40.5 | 19.84 | |
| Qwen2.5-VLCategory=Open-Source Spatiotemporal2025.10 | 16.3 | 22.3 | — | — | — | — | — | |
| Qwen2.5-VL2025.10 | 16.3 | 22.3 | 53.88 | 30.16 | 51.91 | 28.98 | 15.66 | |
| GLM-4VCategory=Open-Source Spatiotemporal2025.10 | 16.05 | 20.76 | — | — | — | — | — | |
| GLM-4.6V2025.10 | 16.05 | 20.76 | 51.73 | 30.12 | 51.56 | 29.58 | 15.61 | |
| TimeSuiteCategory=Temporal2025.10 | 12.31 | 18.21 | — | — | — | — | — | |
| TimeSuite2025.10 | 12.31 | 18.21 | 47.23 | 22.62 | 45.21 | 21.54 | 11.57 | |
| EgoMaskCategory=Open-Source Spatiotemporal2025.10 | 11.97 | 14.78 | — | — | — | — | — | |
| EgoMask2025.10 | 11.97 | 14.78 | 32.82 | 18.74 | 39.01 | 21.95 | 13.5 | |
| InternVL2.5Category=Open-Source Spatiotemporal2025.10 | 9.42 | 14.94 | — | — | — | — | — | |
| InternVL3.52025.10 | 9.42 | 14.94 | 41.02 | 21.18 | 43.85 | 24.17 | 11.21 | |
| Qwen2-VLCategory=Open-Source Spatiotemporal2025.10 | 0 | 1.19 | — | — | — | — | — | |
| Qwen3-VL2025.10 | 0 | 1.19 | 2.44 | 0.11 | 2.4 | 0.11 | 0 |