# Open-Vocabulary Audio-Visual Event Localization on OV-AVEBench (unseen) Source: [Open-Vocabulary Audio-Visual Event Localization on OV-AVEBench (unseen)]() Collection index: [llms.txt]() Data updated: 2026-06-08T07:20:24.626Z Evaluation of Open-Vocabulary Audio-Visual Event Localization performance on the OV-AVEBench dataset, specifically using the 'unseen' configuration. 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 | Open-Vocabulary Audio-Visual Event Localization | | Dataset (including any stated split) | OV-AVEBench (unseen) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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 Localization Score](): Higher is better; unit: PERCENT. - [Average Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | HSCHG | 65.6 | Not recorded | 6a264c5e90966ade919be83a | | fine-tuning baseline | 64.9 | Not recorded | 68fa77581e209131cea72904 | | OV-AVE | 64.9 | Not recorded | 6a264c5e90966ade919be83a | | training-free baseline | 59.8 | Not recorded | 68fa77581e209131cea72904 | | CLIP & CLAP | 51.6 | Not recorded | 68fa77581e209131cea72904 | | Video-LLaMA2 | 48.5 | Not recorded | 68fa77581e209131cea72904 | | AVE | 44.6 | Not recorded | 68fa77581e209131cea72904 | | AVE | 44.6 | Not recorded | 6a264c5e90966ade919be83a | | MM-Pyramid | 36.8 | Not recorded | 68fa77581e209131cea72904 | | MM-Pyramid | 36.8 | Not recorded | 6a264c5e90966ade919be83a | | CMRA | 36 | Not recorded | 68fa77581e209131cea72904 | | CMRA | 36 | Not recorded | 6a264c5e90966ade919be83a | | PSP | 33.7 | Not recorded | 68fa77581e209131cea72904 | | PSP | 33.7 | Not recorded | 6a264c5e90966ade919be83a | ### HSCHG Accuracy: 65.6. Result ID: 6a266d33fbc373592c22c4d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### fine-tuning baseline Accuracy: 64.9. Result ID: 699481673a6c3148491daf02. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"strategy":"fine-tuning"}. This record does not assert independent reproduction. ### OV-AVE Accuracy: 64.9. Result ID: 6a266d33fbc373592c22c4d7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### training-free baseline Accuracy: 59.8. Result ID: 699481673a6c3148491daefd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"strategy":"training-free"}. This record does not assert independent reproduction. ### CLIP & CLAP Accuracy: 51.6. Result ID: 699481673a6c3148491daefc. [Reporting paper]() Recorded evaluation configuration: {"strategy":"training-free"}. This record does not assert independent reproduction. ### Video-LLaMA2 Accuracy: 48.5. Result ID: 699481673a6c3148491daefb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"strategy":"training-free"}. This record does not assert independent reproduction. ### AVE Accuracy: 44.6. Result ID: 699481673a6c3148491daeff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"strategy":"fine-tuning"}. This record does not assert independent reproduction. ### AVE Accuracy: 44.6. Result ID: 6a266d33fbc373592c22c4d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MM-Pyramid Accuracy: 36.8. Result ID: 699481673a6c3148491daf01. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"strategy":"fine-tuning"}. This record does not assert independent reproduction. ### MM-Pyramid Accuracy: 36.8. Result ID: 6a266d33fbc373592c22c4d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CMRA Accuracy: 36. Result ID: 699481673a6c3148491daefe. [Reporting paper]() Recorded evaluation configuration: {"strategy":"fine-tuning"}. This record does not assert independent reproduction. ### CMRA Accuracy: 36. Result ID: 6a266d33fbc373592c22c4d3. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PSP Accuracy: 33.7. Result ID: 699481673a6c3148491daf00. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"strategy":"fine-tuning"}. This record does not assert independent reproduction. ### PSP Accuracy: 33.7. Result ID: 6a266d33fbc373592c22c4d5. [Reporting paper]() [Method origin 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.