Video Temporal Grounding on ActivityNet Grounding
54.6R@0.3Qwen3-VL-4B
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Qwen3-VL-4BBackbone=Qwen3-VL-4B, Visual Token Retention Rate=100%2026.03 | 54.6 | 37.54 | 23.74 | 40.33 | 100 | 1 | 64.4 | — | — | |
| Qwen3-VL-4BBackbone=Qwen3-VL-4B, Visual Token Retention Rate=12.5%2026.03 | 54.6 | 37.54 | 23.74 | 40.33 | 100 | 10,000 | 64.4 | — | — | |
| Qwen3-VL-4BBackbone=Qwen3-VL-4B, Visual Token Retention Rate=25%2026.03 | 54.6 | 37.54 | 23.74 | 40.33 | 100 | 10,000 | 64.4 | — | — | |
| Qwen3-VL-8BBackbone=Qwen3-VL-8B, Visual Token Retention Rate=100%2026.03 | 52.86 | 35.81 | 22.86 | 39.1 | 100 | 1 | 94.7 | — | — | |
| Qwen3-VL-8BBackbone=Qwen3-VL-8B, Visual Token Retention Rate=12.5%2026.03 | 52.86 | 35.81 | 22.86 | 39.1 | 100 | 10,000 | 94.7 | — | — | |
| Qwen3-VL-8BBackbone=Qwen3-VL-8B, Visual Token Retention Rate=25%2026.03 | 52.86 | 35.81 | 22.86 | 39.1 | 100 | 10,000 | 94.7 | — | — | |
| SemVIDBackbone=Qwen3-VL-4B, Visual Token Retention Rate=25%2026.03 | 52.84 | 35.68 | 22.51 | 39.06 | 96.9 | 6.5 | 55.2 | — | — | |
| SemVIDBackbone=Qwen3-VL-4B, Visual Token Retention Rate=25%2026.03 | 52.84 | 35.68 | 22.51 | 39.06 | 96.9 | 6.5 | 55.2 | — | — | |
| SemVIDBackbone=Qwen3-VL-4B, Visual Token Retention Rate=12.5%2026.03 | 51.96 | 34.73 | 22.18 | 38.49 | 95.4 | 4.5 | 31.6 | — | — | |
| SemVIDBackbone=Qwen3-VL-4B, Visual Token Retention Rate=12.5%2026.03 | 51.96 | 34.73 | 22.18 | 38.49 | 95.4 | 4.5 | 31.6 | — | — | |
| SemVIDBackbone=Qwen3-VL-8B, Visual Token Retention Rate=25%2026.03 | 50.3 | 33.49 | 21.5 | 37.54 | 96 | 8.8 | 51.2 | — | — | |
| SemVIDBackbone=Qwen3-VL-8B, Visual Token Retention Rate=25%2026.03 | 50.3 | 33.49 | 21.5 | 37.54 | 96 | 8.8 | 51.2 | — | — | |
| SemVIDBackbone=Qwen3-VL-8B, Visual Token Retention Rate=12.5%2026.03 | 48.32 | 31.93 | 20.47 | 36.21 | 92.6 | 6.8 | 29 | — | — | |
| SemVIDBackbone=Qwen3-VL-8B, Visual Token Retention Rate=12.5%2026.03 | 48.32 | 31.93 | 20.47 | 36.21 | 92.6 | 6.8 | 29 | — | — | |
| FastVIDBackbone=Qwen3-VL-4B, Visual Token Retention Rate=25%2026.03 | 46.54 | 30.24 | 18.42 | 34.33 | 85.1 | 3.8 | 57.3 | — | — | |
| FastVIDBackbone=Qwen3-VL-4B, Visual Token Retention Rate=25%2026.03 | 46.54 | 30.24 | 18.42 | 34.33 | 85.1 | 3.8 | 57.3 | — | — | |
| FastVIDBackbone=Qwen3-VL-4B, Visual Token Retention Rate=12.5%2026.03 | 45.7 | 29.32 | 17.3 | 33.16 | 82.2 | 3 | 39.7 | — | — | |
| FastVIDBackbone=Qwen3-VL-4B, Visual Token Retention Rate=12.5%2026.03 | 45.7 | 29.32 | 17.3 | 33.16 | 82.2 | 3 | 39.7 | — | — | |
| FastVIDBackbone=Qwen3-VL-8B, Visual Token Retention Rate=25%2026.03 | 41.73 | 27.23 | 16.93 | 31.63 | 80.9 | 3.9 | 45.8 | — | — | |
| FastVIDBackbone=Qwen3-VL-8B, Visual Token Retention Rate=25%2026.03 | 41.73 | 27.23 | 16.93 | 31.63 | 80.9 | 3.9 | 45.8 | — | — | |
| FastVIDBackbone=Qwen3-VL-8B, Visual Token Retention Rate=12.5%2026.03 | 40.53 | 26.16 | 15.91 | 30.61 | 78.3 | 3.5 | 28.4 | — | — | |
| FastVIDBackbone=Qwen3-VL-8B, Visual Token Retention Rate=12.5%2026.03 | 40.53 | 26.16 | 15.91 | 30.61 | 78.3 | 3.5 | 28.4 | — | — | |
| VisionZipBackbone=Qwen3-VL-4B, Visual Token Retention Rate=25%2026.03 | 30.74 | 19.62 | 12.15 | 23.3 | 57.8 | 2.8 | 30.8 | — | — | |
| VisionZipBackbone=Qwen3-VL-4B, Visual Token Retention Rate=25%2026.03 | 30.74 | 19.62 | 12.15 | 23.3 | 57.8 | 2.8 | 30.8 | — | — | |
| Qwen2.5-VL-7BBackbone=Qwen2.5-VL-7B, Visual Token Retention Rate=100%2026.03 | 29.22 | 15.77 | 7.49 | 22.25 | 100 | 1 | 71.8 | — | — | |
| Qwen2.5-VL-7BRetain Tokens Setting=25%, Backbone=Qwen2.5-VL-7B2026.03 | 29.22 | 15.77 | 7.49 | 22.25 | — | 10,000 | 71.8 | 100 | — | |
| Qwen2.5-VL-7BRetain Tokens Setting=33%, Backbone=Qwen2.5-VL-7B2026.03 | 29.22 | 15.77 | 7.49 | 22.25 | — | 10,000 | 71.8 | 100 | — | |
| Qwen2.5-VL-7BBackbone=Qwen2.5-VL-7B, Retention=12.5%2026.03 | 29.22 | 15.77 | 7.49 | 22.25 | — | 1 | 71.8 | — | 100 | |
| VisionZipBackbone=Qwen3-VL-4B, Visual Token Retention Rate=12.5%2026.03 | 26.02 | 15.85 | 9.58 | 19.89 | 49.3 | 1.6 | 22.4 | — | — | |
| VisionZipBackbone=Qwen3-VL-4B, Visual Token Retention Rate=12.5%2026.03 | 26.02 | 15.85 | 9.58 | 19.89 | 49.3 | 1.6 | 22.4 | — | — | |
| SemVIDRetain Tokens Setting=33%, Backbone=Qwen2.5-VL-7B2026.03 | 25.22 | 13.06 | 5.79 | 19.63 | — | 6.9 | 39.2 | 88.3 | — | |
| VisionZipRetain Tokens Setting=33%, Backbone=Qwen2.5-VL-7B2026.03 | 25.19 | 12.92 | 5.75 | 19.48 | — | 6.8 | 36 | 87.5 | — | |
| SemVIDRetain Tokens Setting=25%, Backbone=Qwen2.5-VL-7B2026.03 | 25.06 | 13.07 | 5.85 | 19.5 | — | 6.1 | 33.1 | 87.7 | — | |
| TokenSculptRetain Tokens Setting=33%, Backbone=Qwen2.5-VL-7B2026.03 | 24.95 | 12.9 | 5.69 | 19.4 | — | 6.7 | 36.1 | 87.2 | — | |
| FastVIDRetain Tokens Setting=33%, Backbone=Qwen2.5-VL-7B2026.03 | 24.82 | 12.66 | 5.51 | 19.23 | — | 6.2 | 38.2 | 86.4 | — | |
| ToMERetain Tokens Setting=33%, Backbone=Qwen2.5-VL-7B2026.03 | 24.13 | 12.56 | 5.35 | 18.84 | — | 6.1 | 34.3 | 84.7 | — | |
| VisionZipRetain Tokens Setting=25%, Backbone=Qwen2.5-VL-7B2026.03 | 23.92 | 12.21 | 5.31 | 18.64 | — | 5.9 | 29.3 | 83.8 | — | |
| ToMERetain Tokens Setting=25%, Backbone=Qwen2.5-VL-7B2026.03 | 23.45 | 12.16 | 5.35 | 18.34 | — | 5.2 | 28.2 | 82.4 | — | |
| TokenSculptRetain Tokens Setting=25%, Backbone=Qwen2.5-VL-7B2026.03 | 23.42 | 12.1 | 5.34 | 18.41 | — | 5.5 | 26.6 | 82.7 | — | |
| FastVIDRetain Tokens Setting=25%, Backbone=Qwen2.5-VL-7B2026.03 | 22.05 | 11.4 | 5.12 | 17.29 | — | 5 | 30.4 | 77.7 | — | |
| SemVIDBackbone=Qwen2.5-VL-7B, Visual Token Retention Rate=12.5%2026.03 | 21.74 | 10.69 | 4.63 | 17.21 | 77.4 | 4.5 | 23.1 | — | — | |
| SemVIDBackbone=Qwen2.5-VL-7B, Retention=12.5%2026.03 | 21.74 | 10.69 | 4.63 | 17.21 | — | 4.5 | 23.1 | — | 77.4 | |
| FastVIDBackbone=Qwen2.5-VL-7B, Visual Token Retention Rate=12.5%2026.03 | 20.89 | 10.53 | 4.66 | 16.28 | 73.1 | 3.9 | 22.7 | — | — | |
| FastVIDBackbone=Qwen2.5-VL-7B, Retention=12.5%2026.03 | 20.89 | 10.53 | 4.66 | 16.28 | — | 3.9 | 22.7 | — | 73.1 | |
| VisionZipBackbone=Qwen2.5-VL-7B, Visual Token Retention Rate=12.5%2026.03 | 20.87 | 10.51 | 4.65 | 16.33 | 73.3 | 4.3 | 18.9 | — | — | |
| VisionZipBackbone=Qwen2.5-VL-7B, Retention=12.5%2026.03 | 20.87 | 10.51 | 4.65 | 16.33 | — | 4.3 | 18.9 | — | 73.3 | |
| TokenSculptBackbone=Qwen2.5-VL-7B, Visual Token Retention Rate=12.5%2026.03 | 20.67 | 10.54 | 4.73 | 16.2 | 72.8 | 4.1 | 18.8 | — | — | |
| TokenSculptBackbone=Qwen2.5-VL-7B, Retention=12.5%2026.03 | 20.67 | 10.54 | 4.73 | 16.2 | — | 4.1 | 18.8 | — | 72.8 | |
| ToMEBackbone=Qwen2.5-VL-7B, Visual Token Retention Rate=12.5%2026.03 | 20.22 | 10.24 | 4.44 | 15.86 | 71.3 | 3.8 | 18.3 | — | — | |
| ToMEBackbone=Qwen2.5-VL-7B, Retention=12.5%2026.03 | 20.22 | 10.24 | 4.44 | 15.86 | — | 3.8 | 18.3 | — | 71.3 | |
| DARTRetain Tokens Setting=33%, Backbone=Qwen2.5-VL-7B2026.03 | 18.62 | 9.64 | 4.39 | 10.88 | — | 1.9 | 13.6 | 48.9 | — | |
| DARTRetain Tokens Setting=25%, Backbone=Qwen2.5-VL-7B2026.03 | 17.45 | 9.11 | 4.25 | 13.56 | — | 3.4 | 20.5 | 60.9 | — | |
| DARTBackbone=Qwen2.5-VL-7B, Visual Token Retention Rate=12.5%2026.03 | 16.04 | 8.24 | 4.06 | 12.38 | 55.6 | 2.7 | 14.3 | — | — | |
| DARTBackbone=Qwen2.5-VL-7B, Retention=12.5%2026.03 | 16.04 | 8.24 | 4.06 | 12.38 | — | 2.7 | 14.3 | — | 55.6 | |
| VisionZipBackbone=Qwen3-VL-8B, Visual Token Retention Rate=25%2026.03 | 14.24 | 8.95 | 5.63 | 10.92 | 27.9 | 1.8 | 20.1 | — | — | |
| VisionZipBackbone=Qwen3-VL-8B, Visual Token Retention Rate=25%2026.03 | 14.24 | 8.95 | 5.63 | 10.92 | 27.9 | 1.8 | 20.1 | — | — | |
| VisionZipBackbone=Qwen3-VL-8B, Visual Token Retention Rate=12.5%2026.03 | 10.43 | 6.18 | 3.91 | 8.12 | 20.8 | 1 | 14.3 | — | — | |
| VisionZipBackbone=Qwen3-VL-8B, Visual Token Retention Rate=12.5%2026.03 | 10.43 | 6.18 | 3.91 | 8.12 | 20.8 | 1 | 14.3 | — | — |