# Audio-Visual Event Localization on OV-AVEBench (Seen) Source: [Audio-Visual Event Localization on OV-AVEBench (Seen)]() Collection index: [llms.txt]() Data updated: 2026-06-08T07:22:20.847Z Evaluation of Audio-Visual Event Localization performance on the seen split of the OV-AVEBench dataset. 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 | Audio-Visual Event Localization | | Dataset (including any stated split) | OV-AVEBench (Seen) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. - [Segmentation Score](): Higher is better; unit: PERCENT. - [Event Score](): Higher is better; unit: PERCENT. - [Average Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | AVE | 76.6 | Not recorded | 6a264c5e90966ade919be83a | | MM-Pyramid | 76.5 | Not recorded | 6a264c5e90966ade919be83a | | HSCHG | 76.4 | Not recorded | 6a264c5e90966ade919be83a | | PSP | 75.4 | Not recorded | 6a264c5e90966ade919be83a | | OV-AVE | 72.5 | Not recorded | 6a264c5e90966ade919be83a | | HSCHG | 68.5 | Not recorded | 6a264c5e90966ade919be83a | | OV-AVE | 67.1 | Not recorded | 6a264c5e90966ade919be83a | | CMRA | 65.2 | Not recorded | 6a264c5e90966ade919be83a | | AVE | 53.8 | Not recorded | 6a264c5e90966ade919be83a | | MM-Pyramid | 48.4 | Not recorded | 6a264c5e90966ade919be83a | | PSP | 45.6 | Not recorded | 6a264c5e90966ade919be83a | | CMRA | 44.3 | Not recorded | 6a264c5e90966ade919be83a | ### AVE Accuracy: 76.6. Result ID: 6a266d33fbc373592c22c4ce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MM-Pyramid Accuracy: 76.5. Result ID: 6a266d33fbc373592c22c4d0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HSCHG Accuracy: 76.4. Result ID: 6a266d33fbc373592c22c4d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PSP Accuracy: 75.4. Result ID: 6a266d33fbc373592c22c4cf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OV-AVE Accuracy: 72.5. Result ID: 6a266d33fbc373592c22c4d1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HSCHG Accuracy: 68.5. Result ID: 6a266d33fbc373592c22c4de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OV-AVE Accuracy: 67.1. Result ID: 6a266d33fbc373592c22c4dd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CMRA Accuracy: 65.2. Result ID: 6a266d33fbc373592c22c4cd. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AVE Accuracy: 53.8. Result ID: 6a266d33fbc373592c22c4da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MM-Pyramid Accuracy: 48.4. Result ID: 6a266d33fbc373592c22c4dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PSP Accuracy: 45.6. Result ID: 6a266d33fbc373592c22c4db. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CMRA Accuracy: 44.3. Result ID: 6a266d33fbc373592c22c4d9. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.