# Temporal Action Localization on THUMOS14 v1.0 (test) Source: [Temporal Action Localization on THUMOS14 v1.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:09:54.468Z Evaluation of Temporal Action Localization performance on the test split of THUMOS14 version 1.0, reporting Mean Average Precision (mAP) across IoU thresholds from 0.1 to 0.7, including derived averages like mAP (0.1:0.5). 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 Action Localization | | Dataset (including any stated split) | THUMOS14 v1.0 (test) | | Metric | mAP @ IoU 0.3 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 29 of 29 | | 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 - [mAP @ IoU 0.3](): Higher is better; unit: PERCENT. - [mAP @ IoU 0.1](): Higher is better; unit: PERCENT. - [mAP @ IoU 0.5](): Higher is better; unit: PERCENT. - [mAP @ IoU 0.7](): Higher is better; unit: PERCENT. - [mAP (0.1:0.5)](): Higher is better; unit: PERCENT. - [mAP (0.1:0.7)](): Higher is better; unit: PERCENT. - [mAP @ IoU 0.2](): Higher is better; unit: PERCENT. - [mAP @ IoU 0.4](): Higher is better; unit: PERCENT. - [mAP @ IoU 0.6](): Higher is better; unit: PERCENT. - [mAP (0.3:0.7)](): Higher is better; unit: PERCENT. ## Recorded results | Method | mAP @ IoU 0.3 | Result date | Report paper | | --- | --- | --- | --- | | HR-Pro | 74.3 | Not recorded | 68fa72051e209131cea542d3 | | AFSD | 67.3 | Not recorded | 68fa72051e209131cea542d3 | | CRRC-Net | 67.1 | Not recorded | 68fa72051e209131cea542d3 | | LACP | 64.6 | Not recorded | 68fa72051e209131cea542d3 | | P-GCN | 63.6 | Not recorded | 68fa72051e209131cea542d3 | | Zhou et al. | 60.7 | Not recorded | 68fa72051e209131cea542d3 | | TCANet | 60.6 | Not recorded | 68fa72051e209131cea542d3 | | CASE | 59.2 | Not recorded | 68fa71a01e209131cea52272 | | Ju et al. | 58.2 | Not recorded | 68fa72051e209131cea542d3 | | ASM-Loc | 57.1 | Not recorded | 68fa71a01e209131cea52272 | | DELU | 56.5 | Not recorded | 68fa71a01e209131cea52272 | | DELU | 56.5 | Not recorded | 68fa72051e209131cea542d3 | | Li et al. | 56.2 | Not recorded | 68fa72051e209131cea542d3 | | RSKP | 55.8 | Not recorded | 68fa71a01e209131cea52272 | | RSKP | 55.8 | Not recorded | 68fa72051e209131cea542d3 | | UGCT | 55.5 | Not recorded | 68fa71a01e209131cea52272 | | UGCT | 55.5 | Not recorded | 68fa72051e209131cea542d3 | | FTCL | 55.2 | Not recorded | 68fa71a01e209131cea52272 | | ACM-Net | 55 | Not recorded | 68fa71a01e209131cea52272 | | CO2-Net | 54.5 | Not recorded | 68fa71a01e209131cea52272 | | TS-PCA | 53.4 | Not recorded | 68fa72051e209131cea542d3 | | ACG-Net | 53.1 | Not recorded | 68fa72051e209131cea542d3 | | SF-Net | 52.8 | Not recorded | 68fa72051e209131cea542d3 | | FAC-Net | 52.6 | Not recorded | 68fa72051e209131cea542d3 | | CoLA | 51.5 | Not recorded | 68fa71a01e209131cea52272 | | COLA | 51.5 | Not recorded | 68fa72051e209131cea542d3 | | TSCN | 47.8 | Not recorded | 68fa71a01e209131cea52272 | | BaS-Net | 44.6 | Not recorded | 68fa71a01e209131cea52272 | | W-TALC | 40.1 | Not recorded | 68fa71a01e209131cea52272 | ### HR-Pro mAP @ IoU 0.3: 74.3. Result ID: 6992036b3a6c3148490c0c34. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Supervision":"Point-level (Weak)"}. This record does not assert independent reproduction. ### AFSD mAP @ IoU 0.3: 67.3. Result ID: 6992036b3a6c3148490c0c26. [Reporting paper]() Recorded evaluation configuration: {"Supervision":"Frame-level (Full)"}. This record does not assert independent reproduction. ### CRRC-Net mAP @ IoU 0.3: 67.1. Result ID: 6992036b3a6c3148490c0c33. [Reporting paper]() Recorded evaluation configuration: {"Supervision":"Point-level (Weak)"}. This record does not assert independent reproduction. ### LACP mAP @ IoU 0.3: 64.6. Result ID: 6992036b3a6c3148490c0c32. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Supervision":"Point-level (Weak)"}. This record does not assert independent reproduction. ### P-GCN mAP @ IoU 0.3: 63.6. Result ID: 6992036b3a6c3148490c0c24. [Reporting paper]() Recorded evaluation configuration: {"Supervision":"Frame-level (Full)"}. This record does not assert independent reproduction. ### Zhou et al. mAP @ IoU 0.3: 60.7. Result ID: 6992036b3a6c3148490c0c2f. [Reporting paper]() Recorded evaluation configuration: {"Supervision":"Video-level (Weak)"}. This record does not assert independent reproduction. ### TCANet mAP @ IoU 0.3: 60.6. Result ID: 6992036b3a6c3148490c0c25. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision":"Frame-level (Full)"}. This record does not assert independent reproduction. ### CASE mAP @ IoU 0.3: 59.2. Result ID: 6991f1613a6c3148490b9722. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"MACs (G)":1.6,"Params (M)":2.13}. This record does not assert independent reproduction. ### Ju et al. mAP @ IoU 0.3: 58.2. Result ID: 6992036b3a6c3148490c0c31. [Reporting paper]() Recorded evaluation configuration: {"Supervision":"Point-level (Weak)"}. This record does not assert independent reproduction. ### ASM-Loc mAP @ IoU 0.3: 57.1. Result ID: 6991f1613a6c3148490b9720. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"MACs (G)":13.77,"Params (M)":46.21}. This record does not assert independent reproduction. ### DELU mAP @ IoU 0.3: 56.5. Result ID: 6991f1613a6c3148490b9721. [Reporting paper]() Recorded evaluation configuration: {"MACs (G)":20.88,"Params (M)":34.13}. This record does not assert independent reproduction. ### DELU mAP @ IoU 0.3: 56.5. Result ID: 6992036b3a6c3148490c0c2d. [Reporting paper]() Recorded evaluation configuration: {"Supervision":"Video-level (Weak)"}. This record does not assert independent reproduction. ### Li et al. mAP @ IoU 0.3: 56.2. Result ID: 6992036b3a6c3148490c0c2e. [Reporting paper]() Recorded evaluation configuration: {"Supervision":"Video-level (Weak)"}. This record does not assert independent reproduction. ### RSKP mAP @ IoU 0.3: 55.8. Result ID: 6991f1613a6c3148490b971f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"MACs (G)":6.9,"Params (M)":4.2}. This record does not assert independent reproduction. ### RSKP mAP @ IoU 0.3: 55.8. Result ID: 6992036b3a6c3148490c0c2c. [Reporting paper]() Recorded evaluation configuration: {"Supervision":"Video-level (Weak)"}. This record does not assert independent reproduction. ### UGCT mAP @ IoU 0.3: 55.5. Result ID: 6991f1613a6c3148490b971c. [Reporting paper]() Recorded evaluation configuration: {"MACs (G)":null,"Params (M)":null}. This record does not assert independent reproduction. ### UGCT mAP @ IoU 0.3: 55.5. Result ID: 6992036b3a6c3148490c0c29. [Reporting paper]() Recorded evaluation configuration: {"Supervision":"Video-level (Weak)"}. This record does not assert independent reproduction. ### FTCL mAP @ IoU 0.3: 55.2. Result ID: 6991f1613a6c3148490b971e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"MACs (G)":9.45,"Params (M)":14.73}. This record does not assert independent reproduction. ### ACM-Net mAP @ IoU 0.3: 55. Result ID: 6991f1613a6c3148490b971a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"MACs (G)":9.48,"Params (M)":12.63}. This record does not assert independent reproduction. ### CO2-Net mAP @ IoU 0.3: 54.5. Result ID: 6991f1613a6c3148490b971d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"MACs (G)":20.88,"Params (M)":34.13}. This record does not assert independent reproduction. ### TS-PCA mAP @ IoU 0.3: 53.4. Result ID: 6992036b3a6c3148490c0c28. [Reporting paper]() Recorded evaluation configuration: {"Supervision":"Video-level (Weak)"}. This record does not assert independent reproduction. ### ACG-Net mAP @ IoU 0.3: 53.1. Result ID: 6992036b3a6c3148490c0c2b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision":"Video-level (Weak)"}. This record does not assert independent reproduction. ### SF-Net mAP @ IoU 0.3: 52.8. Result ID: 6992036b3a6c3148490c0c30. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Supervision":"Point-level (Weak)"}. This record does not assert independent reproduction. ### FAC-Net mAP @ IoU 0.3: 52.6. Result ID: 6992036b3a6c3148490c0c2a. [Reporting paper]() Recorded evaluation configuration: {"Supervision":"Video-level (Weak)"}. This record does not assert independent reproduction. ### CoLA mAP @ IoU 0.3: 51.5. Result ID: 6991f1613a6c3148490b971b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"MACs (G)":9.47,"Params (M)":12.62}. This record does not assert independent reproduction. ### COLA mAP @ IoU 0.3: 51.5. Result ID: 6992036b3a6c3148490c0c27. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Supervision":"Video-level (Weak)"}. This record does not assert independent reproduction. ### TSCN mAP @ IoU 0.3: 47.8. Result ID: 6991f1613a6c3148490b9719. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"MACs (G)":null,"Params (M)":null}. This record does not assert independent reproduction. ### BaS-Net mAP @ IoU 0.3: 44.6. Result ID: 6991f1613a6c3148490b9718. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"MACs (G)":38.6,"Params (M)":26.26}. This record does not assert independent reproduction. ### W-TALC mAP @ IoU 0.3: 40.1. Result ID: 6991f1613a6c3148490b9717. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"MACs (G)":null,"Params (M)":null}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.