# Video Temporal Grounding on ActivityNet TimeLens (refined) Source: [Video Temporal Grounding on ActivityNet TimeLens (refined)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:59:21.211Z Evaluation of Video Temporal Grounding performance on the refined split of the ActivityNet TimeLens dataset, measured using R@0.3, R@0.5, R@0.7, and mIoU. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Video Temporal Grounding | | Dataset (including any stated split) | ActivityNet TimeLens (refined) | | Metric | R@0.3 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 7 of 7 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [R@0.3](): Higher is better; unit: PERCENT. - [R@0.5](): Higher is better; unit: PERCENT. - [R@0.7](): Higher is better; unit: PERCENT. - [mIoU](): Higher is better; unit: PERCENT. ## Recorded results | Method | R@0.3 | Result date | Report paper | | --- | --- | --- | --- | | Gemini-2.5-Flash | 66.8 | Not recorded | 69423932456146936285078f | | Gemini-2.0-Flash | 62.9 | Not recorded | 69423932456146936285078f | | TimeLens-7B | 62.8 | Not recorded | 69423932456146936285078f | | MiMo-VL-7B | 49.3 | Not recorded | 69423932456146936285078f | | Time-R1-7B | 44.8 | Not recorded | 69423932456146936285078f | | Qwen2.5-VL-7B | 44.1 | Not recorded | 69423932456146936285078f | | VideoChat-R1-7B | 35 | Not recorded | 69423932456146936285078f | ### Gemini-2.5-Flash R@0.3: 66.8. Result ID: 69983b415698665ec49740a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Type":"Proprietary"}. This record does not assert independent reproduction. ### Gemini-2.0-Flash R@0.3: 62.9. Result ID: 69983b415698665ec49740a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Type":"Proprietary"}. This record does not assert independent reproduction. ### TimeLens-7B R@0.3: 62.8. Result ID: 69983b415698665ec49740a8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Type":"Open-Source"}. This record does not assert independent reproduction. ### MiMo-VL-7B R@0.3: 49.3. Result ID: 69983b415698665ec49740a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Type":"Open-Source"}. This record does not assert independent reproduction. ### Time-R1-7B R@0.3: 44.8. Result ID: 69983b415698665ec49740a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Type":"Open-Source"}. This record does not assert independent reproduction. ### Qwen2.5-VL-7B R@0.3: 44.1. Result ID: 69983b415698665ec49740a7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Type":"Open-Source","Configuration":"Baseline"}. This record does not assert independent reproduction. ### VideoChat-R1-7B R@0.3: 35. Result ID: 69983b415698665ec49740a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Type":"Open-Source"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.