# Open-Vocabulary Audio-Visual Event Localization on AVEBench (OV seen) Source: [Open-Vocabulary Audio-Visual Event Localization on AVEBench (OV seen)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:30:21.827Z Evaluation of Open-Vocabulary Audio-Visual Event Localization performance on the seen split of AVEBench. 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) | AVEBench OV (seen) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 8 of 8 | | 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 | 68fa77581e209131cea72904 | | MM-Pyramid | 76.5 | Not recorded | 68fa77581e209131cea72904 | | PSP | 75.4 | Not recorded | 68fa77581e209131cea72904 | | fine-tuning baseline | 72.5 | Not recorded | 68fa77581e209131cea72904 | | CMRA | 65.2 | Not recorded | 68fa77581e209131cea72904 | | training-free baseline | 57.5 | Not recorded | 68fa77581e209131cea72904 | | CLIP & CLAP | 51.4 | Not recorded | 68fa77581e209131cea72904 | | Video-LLaMA2 | 50.1 | Not recorded | 68fa77581e209131cea72904 | ### AVE Accuracy: 76.6. Result ID: 699481673a6c3148491daef7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"strategy":"fine-tuning"}. This record does not assert independent reproduction. ### MM-Pyramid Accuracy: 76.5. Result ID: 699481673a6c3148491daef9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"strategy":"fine-tuning"}. This record does not assert independent reproduction. ### PSP Accuracy: 75.4. Result ID: 699481673a6c3148491daef8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"strategy":"fine-tuning"}. This record does not assert independent reproduction. ### fine-tuning baseline Accuracy: 72.5. Result ID: 699481673a6c3148491daefa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"strategy":"fine-tuning"}. This record does not assert independent reproduction. ### CMRA Accuracy: 65.2. Result ID: 699481673a6c3148491daef6. [Reporting paper]() Recorded evaluation configuration: {"strategy":"fine-tuning"}. This record does not assert independent reproduction. ### training-free baseline Accuracy: 57.5. Result ID: 699481673a6c3148491daef5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"strategy":"training-free"}. This record does not assert independent reproduction. ### CLIP & CLAP Accuracy: 51.4. Result ID: 699481673a6c3148491daef4. [Reporting paper]() Recorded evaluation configuration: {"strategy":"training-free"}. This record does not assert independent reproduction. ### Video-LLaMA2 Accuracy: 50.1. Result ID: 699481673a6c3148491daef3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"strategy":"training-free"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.