# Temporal forgery localization on AV-Deepfake1M Source: [Temporal forgery localization on AV-Deepfake1M]() Collection index: [llms.txt]() Data updated: 2026-03-06T09:14:03.942Z Evaluation of Temporal Forgery Localization performance on the AV-Deepfake1M dataset, reporting Mean Average Precision (mAP) across various IoU thresholds and Average Recall (AR). 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 forgery localization | | Dataset (including any stated split) | AV-Deepfake1M | | Metric | mAP@0.1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 19 of 19 | | 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@0.1](): Higher is better; unit: PERCENT. - [mAP@0.2](): Higher is better; unit: PERCENT. - [mAP@0.3](): Higher is better; unit: PERCENT. - [mAP@0.4](): Higher is better; unit: PERCENT. - [mAP@0.5](): Higher is better; unit: PERCENT. - [mAP@0.6](): Higher is better; unit: PERCENT. - [mAP@0.7](): Higher is better; unit: PERCENT. - [Avg. mAP](): Higher is better; unit: PERCENT. - [AR@20](): Higher is better; unit: PERCENT. - [AR@10](): Higher is better; unit: PERCENT. - [AR@5](): Higher is better; unit: PERCENT. - [AR@2](): Higher is better; unit: PERCENT. - [Avg. AR](): Higher is better; unit: PERCENT. ## Recorded results | Method | mAP@0.1 | Result date | Report paper | | --- | --- | --- | --- | | MFMS | 94.7 | Not recorded | 69aa5f8f2d603e6de3e41902 | | MFMS | 94.67 | Not recorded | 697c3b08a8b01e76cc8da49d | | UFormer | 91.8 | Not recorded | 69aa5f8f2d603e6de3e41902 | | UMMAFormer | 91.76 | Not recorded | 697c3b08a8b01e76cc8da49d | | ActionFormer | 67.3 | Not recorded | 697c3b08a8b01e76cc8da49d | | AFormer | 67.3 | Not recorded | 69aa5f8f2d603e6de3e41902 | | GEM-TFL | 65.8 | Not recorded | 69aa5f8f2d603e6de3e41902 | | TriDet | 55.7 | Not recorded | 69aa5f8f2d603e6de3e41902 | | TriDet | 55.68 | Not recorded | 697c3b08a8b01e76cc8da49d | | WMMT | 54.5 | Not recorded | 69aa5f8f2d603e6de3e41902 | | RT-DeepLoc | 48.94 | Not recorded | 697c3b08a8b01e76cc8da49d | | PFormer | 38.4 | Not recorded | 69aa5f8f2d603e6de3e41902 | | MDP | 5.35 | Not recorded | 69aa5f8f2d603e6de3e41902 | | CoLA | 3.22 | Not recorded | 697c3b08a8b01e76cc8da49d | | CoLA | 3.22 | Not recorded | 69aa5f8f2d603e6de3e41902 | | FuSTAL | 3.03 | Not recorded | 697c3b08a8b01e76cc8da49d | | FuSTAL | 3.03 | Not recorded | 69aa5f8f2d603e6de3e41902 | | LOCO | 1.25 | Not recorded | 697c3b08a8b01e76cc8da49d | | LOCO | 1.25 | Not recorded | 69aa5f8f2d603e6de3e41902 | ### MFMS mAP@0.1: 94.7. Result ID: 69aa9ad36dbb7075b9549147. [Reporting paper]() Recorded evaluation configuration: {"Supervision":"Fully","Modality":"AV"}. This record does not assert independent reproduction. ### MFMS mAP@0.1: 94.67. Result ID: 69977b9e5698665ec4d00964. [Reporting paper]() Recorded evaluation configuration: {"Supervision":"fully"}. This record does not assert independent reproduction. ### UFormer mAP@0.1: 91.8. Result ID: 69aa9ad36dbb7075b9549146. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision":"Fully","Modality":"AV"}. This record does not assert independent reproduction. ### UMMAFormer mAP@0.1: 91.76. Result ID: 69977b9e5698665ec4d00963. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision":"fully"}. This record does not assert independent reproduction. ### ActionFormer mAP@0.1: 67.3. Result ID: 69977b9e5698665ec4d00961. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Supervision":"fully"}. This record does not assert independent reproduction. ### AFormer mAP@0.1: 67.3. Result ID: 69aa9ad36dbb7075b9549144. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Supervision":"Fully","Modality":"V"}. This record does not assert independent reproduction. ### GEM-TFL mAP@0.1: 65.8. Result ID: 69aa9ad36dbb7075b954914e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision":"Weakly","Modality":"AV"}. This record does not assert independent reproduction. ### TriDet mAP@0.1: 55.7. Result ID: 69aa9ad36dbb7075b9549145. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Supervision":"Fully","Modality":"V"}. This record does not assert independent reproduction. ### TriDet mAP@0.1: 55.68. Result ID: 69977b9e5698665ec4d00962. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Supervision":"fully"}. This record does not assert independent reproduction. ### WMMT mAP@0.1: 54.5. Result ID: 69aa9ad36dbb7075b954914d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision":"Weakly","Modality":"AV"}. This record does not assert independent reproduction. ### RT-DeepLoc mAP@0.1: 48.94. Result ID: 69977b9e5698665ec4d00968. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision":"weakly"}. This record does not assert independent reproduction. ### PFormer mAP@0.1: 38.4. Result ID: 69aa9ad36dbb7075b954914c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision":"Weakly","Modality":"V"}. This record does not assert independent reproduction. ### MDP mAP@0.1: 5.35. Result ID: 69aa9ad36dbb7075b954914b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision":"Weakly","Modality":"AV"}. This record does not assert independent reproduction. ### CoLA mAP@0.1: 3.22. Result ID: 69977b9e5698665ec4d00965. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Supervision":"weakly"}. This record does not assert independent reproduction. ### CoLA mAP@0.1: 3.22. Result ID: 69aa9ad36dbb7075b9549148. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Supervision":"Weakly","Modality":"V"}. This record does not assert independent reproduction. ### FuSTAL mAP@0.1: 3.03. Result ID: 69977b9e5698665ec4d00966. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision":"weakly"}. This record does not assert independent reproduction. ### FuSTAL mAP@0.1: 3.03. Result ID: 69aa9ad36dbb7075b9549149. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision":"Weakly","Modality":"V"}. This record does not assert independent reproduction. ### LOCO mAP@0.1: 1.25. Result ID: 69977b9e5698665ec4d00967. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision":"weakly"}. This record does not assert independent reproduction. ### LOCO mAP@0.1: 1.25. Result ID: 69aa9ad36dbb7075b954914a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision":"Weakly","Modality":"A"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.