# Temporal Video Grounding on ActivityNet TimeLens (test) Source: [Temporal Video Grounding on ActivityNet TimeLens (test)]() Collection index: [llms.txt]() Data updated: 2026-05-22T07:57:07.432Z Evaluation of Temporal Video Grounding performance on the test split of the ActivityNet TimeLens dataset, measured using Recall thresholds (R@0.3, R@0.5, R@0.7). 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 | Temporal Video Grounding | | Dataset (including any stated split) | ActivityNet TimeLens (test) | | Metric | Recall@0.3 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 34 of 34 | | 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 - [Recall@0.3](): Higher is better; unit: PERCENT. - [Recall@0.5](): Higher is better; unit: PERCENT. - [Recall@0.7](): Higher is better; unit: PERCENT. - [mIoU](): Higher is better; unit: PERCENT. ## Recorded results | Method | Recall@0.3 | Result date | Report paper | | --- | --- | --- | --- | | Gemini-2.5-Pro | 72.3 | Not recorded | 6982d2dfa8b01e76cc8e9838 | | Gemini-2.5-Pro | 72.3 | Not recorded | 6a0fe325f984739ed6739e6e | | TimeLens-8B | 68.9 | Not recorded | 6a0fe325f984739ed6739e6e | | TimeLens-8B | 68.7 | Not recorded | 6a0fe325f984739ed6739e6e | | Gemini-2.5-Flash | 66.8 | Not recorded | 6982d2dfa8b01e76cc8e9838 | | Gemini-2.5-Flash | 66.8 | Not recorded | 6a0fe325f984739ed6739e6e | | Qwen3-VL-8B | 64.2 | Not recorded | 6a0fe325f984739ed6739e6e | | Gemini-2.0-Flash | 62.9 | Not recorded | 6982d2dfa8b01e76cc8e9838 | | Gemini-2.0-Flash | 62.9 | Not recorded | 6a0fe325f984739ed6739e6e | | Qwen3-VL-8B | 62.2 | Not recorded | 6a0fe325f984739ed6739e6e | | Video-OPD | 60.5 | Not recorded | 6982d2dfa8b01e76cc8e9838 | | MiMo-VL-7B | 59.6 | Not recorded | 6a0fe325f984739ed6739e6e | | OP-RKD | 59.1 | Not recorded | 6982d2dfa8b01e76cc8e9838 | | OP-FKD | 58.6 | Not recorded | 6982d2dfa8b01e76cc8e9838 | | GRPO | 58.6 | Not recorded | 6982d2dfa8b01e76cc8e9838 | | MiMo-VL-7B | 58.3 | Not recorded | 6a0fe325f984739ed6739e6e | | GPT-5 | 57.4 | Not recorded | 6982d2dfa8b01e76cc8e9838 | | GPT-5 | 57.4 | Not recorded | 6a0fe325f984739ed6739e6e | | GPT-4o | 55.2 | Not recorded | 6982d2dfa8b01e76cc8e9838 | | GPT-4o | 55.2 | Not recorded | 6a0fe325f984739ed6739e6e | | MiMo-VL-7B | 49.3 | Not recorded | 6982d2dfa8b01e76cc8e9838 | | Qwen2.5-VL-7B | 47.2 | Not recorded | 6982d2dfa8b01e76cc8e9838 | | TVG-R1-7B | 46.7 | Not recorded | 6982d2dfa8b01e76cc8e9838 | | Qwen2.5-VL-7B | 45.6 | Not recorded | 6a0fe325f984739ed6739e6e | | Time-R1-7B | 44.8 | Not recorded | 6982d2dfa8b01e76cc8e9838 | | Time-R1-7B | 44.8 | Not recorded | 6a0fe325f984739ed6739e6e | | Qwen3-VL-8B-Instruct | 41.2 | Not recorded | 6982d2dfa8b01e76cc8e9838 | | VideoChat-R1.5-7B | 40.6 | Not recorded | 6982d2dfa8b01e76cc8e9838 | | Grounded-VideoLLM | 39.2 | Not recorded | 6a0fe325f984739ed6739e6e | | VideoChat-Flash-7B | 35.5 | Not recorded | 6982d2dfa8b01e76cc8e9838 | | VideoChat-Flash-7B | 35.5 | Not recorded | 6a0fe325f984739ed6739e6e | | VideoChat-R1-7B | 35 | Not recorded | 6982d2dfa8b01e76cc8e9838 | | VideoChat-R1-7B | 35 | Not recorded | 6a0fe325f984739ed6739e6e | | TimeSuite | 27.1 | Not recorded | 6a0fe325f984739ed6739e6e | ### Gemini-2.5-Pro Recall@0.3: 72.3. Result ID: 6997548c5698665ec4a67598. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Gemini-2.5-Pro Recall@0.3: 72.3. Result ID: 6a100c4ffbc373592c08ca93. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"result\_source":"TimeLens paper \[37\]"}. This record does not assert independent reproduction. ### TimeLens-8B Recall@0.3: 68.9. Result ID: 6a100c4ffbc373592c08ca9f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"framework":"read-then-regenerate"}. This record does not assert independent reproduction. ### TimeLens-8B Recall@0.3: 68.7. Result ID: 6a100c4ffbc373592c08ca9e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"framework":"original"}. This record does not assert independent reproduction. ### Gemini-2.5-Flash Recall@0.3: 66.8. Result ID: 6997548c5698665ec4a67597. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Gemini-2.5-Flash Recall@0.3: 66.8. Result ID: 6a100c4ffbc373592c08ca92. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"result\_source":"TimeLens paper \[37\]"}. This record does not assert independent reproduction. ### Qwen3-VL-8B Recall@0.3: 64.2. Result ID: 6a100c4ffbc373592c08ca9d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"framework":"read-then-regenerate"}. This record does not assert independent reproduction. ### Gemini-2.0-Flash Recall@0.3: 62.9. Result ID: 6997548c5698665ec4a67596. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Gemini-2.0-Flash Recall@0.3: 62.9. Result ID: 6a100c4ffbc373592c08ca91. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"result\_source":"TimeLens paper \[37\]"}. This record does not assert independent reproduction. ### Qwen3-VL-8B Recall@0.3: 62.2. Result ID: 6a100c4ffbc373592c08ca9c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"framework":"original"}. This record does not assert independent reproduction. ### Video-OPD Recall@0.3: 60.5. Result ID: 6997548c5698665ec4a675a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"Qwen3-VL-8B"}. This record does not assert independent reproduction. ### MiMo-VL-7B Recall@0.3: 59.6. Result ID: 6a100c4ffbc373592c08ca9b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"framework":"read-then-regenerate"}. This record does not assert independent reproduction. ### OP-RKD Recall@0.3: 59.1. Result ID: 6997548c5698665ec4a675a1. [Reporting paper]() Recorded evaluation configuration: {"backbone":"Qwen3-VL-8B"}. This record does not assert independent reproduction. ### OP-FKD Recall@0.3: 58.6. Result ID: 6997548c5698665ec4a675a2. [Reporting paper]() Recorded evaluation configuration: {"backbone":"Qwen3-VL-8B"}. This record does not assert independent reproduction. ### GRPO Recall@0.3: 58.6. Result ID: 6997548c5698665ec4a675a3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"backbone":"Qwen3-VL-8B"}. This record does not assert independent reproduction. ### MiMo-VL-7B Recall@0.3: 58.3. Result ID: 6a100c4ffbc373592c08ca9a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"framework":"original"}. This record does not assert independent reproduction. ### GPT-5 Recall@0.3: 57.4. Result ID: 6997548c5698665ec4a67595. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GPT-5 Recall@0.3: 57.4. Result ID: 6a100c4ffbc373592c08ca90. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"result\_source":"TimeLens paper \[37\]"}. This record does not assert independent reproduction. ### GPT-4o Recall@0.3: 55.2. Result ID: 6997548c5698665ec4a67594. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GPT-4o Recall@0.3: 55.2. Result ID: 6a100c4ffbc373592c08ca8f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"result\_source":"TimeLens paper \[37\]"}. This record does not assert independent reproduction. ### MiMo-VL-7B Recall@0.3: 49.3. Result ID: 6997548c5698665ec4a6759f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen2.5-VL-7B Recall@0.3: 47.2. Result ID: 6997548c5698665ec4a6759a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"reproduced":"true"}. This record does not assert independent reproduction. ### TVG-R1-7B Recall@0.3: 46.7. Result ID: 6997548c5698665ec4a6759d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"reproduced":"true"}. This record does not assert independent reproduction. ### Qwen2.5-VL-7B Recall@0.3: 45.6. Result ID: 6a100c4ffbc373592c08ca99. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Time-R1-7B Recall@0.3: 44.8. Result ID: 6997548c5698665ec4a6759c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Time-R1-7B Recall@0.3: 44.8. Result ID: 6a100c4ffbc373592c08ca96. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"result\_source":"TimeLens paper \[37\]"}. This record does not assert independent reproduction. ### Qwen3-VL-8B-Instruct Recall@0.3: 41.2. Result ID: 6997548c5698665ec4a675a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"reproduced":"true"}. This record does not assert independent reproduction. ### VideoChat-R1.5-7B Recall@0.3: 40.6. Result ID: 6997548c5698665ec4a6759e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"reproduced":"true"}. This record does not assert independent reproduction. ### Grounded-VideoLLM Recall@0.3: 39.2. Result ID: 6a100c4ffbc373592c08ca98. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"result\_source":"TimeLens paper \[37\]"}. This record does not assert independent reproduction. ### VideoChat-Flash-7B Recall@0.3: 35.5. Result ID: 6997548c5698665ec4a67599. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VideoChat-Flash-7B Recall@0.3: 35.5. Result ID: 6a100c4ffbc373592c08ca94. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"result\_source":"TimeLens paper \[37\]"}. This record does not assert independent reproduction. ### VideoChat-R1-7B Recall@0.3: 35. Result ID: 6997548c5698665ec4a6759b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VideoChat-R1-7B Recall@0.3: 35. Result ID: 6a100c4ffbc373592c08ca95. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"result\_source":"TimeLens paper \[37\]"}. This record does not assert independent reproduction. ### TimeSuite Recall@0.3: 27.1. Result ID: 6a100c4ffbc373592c08ca97. [Reporting paper]() [Method origin paper]() [Implementation]() 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.