# Video Temporal Grounding on Charades TimeLens-Bench (test) Source: [Video Temporal Grounding on Charades TimeLens-Bench (test)]() Collection index: [llms.txt]() Data updated: 2026-05-22T07:57:07.390Z Evaluation of Video Temporal Grounding performance on the test split of the Charades TimeLens-Bench dataset, measured using R1@X metrics (IoU thresholds 0.3, 0.5, and 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) | Charades TimeLens-Bench (test) | | Metric | R1@0.3 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 - [R1@0.3](): Higher is better; unit: PERCENT. - [R1@0.5](): Higher is better; unit: PERCENT. - [R1@0.7](): Higher is better; unit: PERCENT. - [mIoU](): Higher is better; unit: PERCENT. ## Recorded results | Method | R1@0.3 | Result date | Report paper | | --- | --- | --- | --- | | TimeLens-8B | 76.9 | Not recorded | 6a0fe325f984739ed6739e6e | | TimeLens-8B | 76.6 | Not recorded | 6a0fe325f984739ed6739e6e | | Gemini-2.5-Pro | 74.1 | Not recorded | 6a0fe325f984739ed6739e6e | | Qwen3-VL-8B | 71.2 | Not recorded | 6a0fe325f984739ed6739e6e | | Qwen3-VL-8B | 69 | Not recorded | 6a0fe325f984739ed6739e6e | | Gemini-2.5-Flash | 68.7 | Not recorded | 6a0fe325f984739ed6739e6e | | Gemini-2.0-Flash | 66.4 | Not recorded | 6a0fe325f984739ed6739e6e | | MiMo-VL-7B | 65 | Not recorded | 6a0fe325f984739ed6739e6e | | MiMo-VL-7B | 63.8 | Not recorded | 6a0fe325f984739ed6739e6e | | GPT-4o | 60.6 | Not recorded | 6a0fe325f984739ed6739e6e | | Qwen2.5-VL-7B | 60.4 | Not recorded | 6a0fe325f984739ed6739e6e | | VideoChat-Flash-7B | 60.2 | Not recorded | 6a0fe325f984739ed6739e6e | | GPT-5 | 59.3 | Not recorded | 6a0fe325f984739ed6739e6e | | Time-R1-7B | 57.9 | Not recorded | 6a0fe325f984739ed6739e6e | | TimeSuite | 56.3 | Not recorded | 6a0fe325f984739ed6739e6e | | VideoChat-R1-7B | 51.9 | Not recorded | 6a0fe325f984739ed6739e6e | | Grounded-VideoLLM | 43.3 | Not recorded | 6a0fe325f984739ed6739e6e | ### TimeLens-8B R1@0.3: 76.9. Result ID: 6a100c4efbc373592c08ca8e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"framework":"read-then-regenerate"}. This record does not assert independent reproduction. ### TimeLens-8B R1@0.3: 76.6. Result ID: 6a100c4efbc373592c08ca8d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"framework":"original"}. This record does not assert independent reproduction. ### Gemini-2.5-Pro R1@0.3: 74.1. Result ID: 6a100c4efbc373592c08ca82. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"result\_source":"TimeLens paper \[37\]"}. This record does not assert independent reproduction. ### Qwen3-VL-8B R1@0.3: 71.2. Result ID: 6a100c4efbc373592c08ca8c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"framework":"read-then-regenerate"}. This record does not assert independent reproduction. ### Qwen3-VL-8B R1@0.3: 69. Result ID: 6a100c4efbc373592c08ca8b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"framework":"original"}. This record does not assert independent reproduction. ### Gemini-2.5-Flash R1@0.3: 68.7. Result ID: 6a100c4efbc373592c08ca81. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"result\_source":"TimeLens paper \[37\]"}. This record does not assert independent reproduction. ### Gemini-2.0-Flash R1@0.3: 66.4. Result ID: 6a100c4efbc373592c08ca80. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"result\_source":"TimeLens paper \[37\]"}. This record does not assert independent reproduction. ### MiMo-VL-7B R1@0.3: 65. Result ID: 6a100c4efbc373592c08ca8a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"framework":"read-then-regenerate"}. This record does not assert independent reproduction. ### MiMo-VL-7B R1@0.3: 63.8. Result ID: 6a100c4efbc373592c08ca89. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"framework":"original"}. This record does not assert independent reproduction. ### GPT-4o R1@0.3: 60.6. Result ID: 6a100c4efbc373592c08ca7e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"result\_source":"TimeLens paper \[37\]"}. This record does not assert independent reproduction. ### Qwen2.5-VL-7B R1@0.3: 60.4. Result ID: 6a100c4efbc373592c08ca88. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VideoChat-Flash-7B R1@0.3: 60.2. Result ID: 6a100c4efbc373592c08ca83. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"result\_source":"TimeLens paper \[37\]"}. This record does not assert independent reproduction. ### GPT-5 R1@0.3: 59.3. Result ID: 6a100c4efbc373592c08ca7f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"result\_source":"TimeLens paper \[37\]"}. This record does not assert independent reproduction. ### Time-R1-7B R1@0.3: 57.9. Result ID: 6a100c4efbc373592c08ca85. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"result\_source":"TimeLens paper \[37\]"}. This record does not assert independent reproduction. ### TimeSuite R1@0.3: 56.3. Result ID: 6a100c4efbc373592c08ca86. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"result\_source":"TimeLens paper \[37\]"}. This record does not assert independent reproduction. ### VideoChat-R1-7B R1@0.3: 51.9. Result ID: 6a100c4efbc373592c08ca84. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"result\_source":"TimeLens paper \[37\]"}. This record does not assert independent reproduction. ### Grounded-VideoLLM R1@0.3: 43.3. Result ID: 6a100c4efbc373592c08ca87. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"result\_source":"TimeLens paper \[37\]"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.