# Video-to-Audio Retrieval on MSR-VTT Source: [Video-to-Audio Retrieval on MSR-VTT]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:01:25.218Z Evaluation of Video-to-Audio Retrieval performance using the MSR-VTT dataset, measured by Recall@K (R@1, R@5, R@10). 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 | Video-to-Audio Retrieval | | Dataset (including any stated split) | MSR-VTT | | Metric | Recall@1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 10 of 10 | | 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 - [Recall@1](): Higher is better; unit: PERCENT. - [Recall@5](): Higher is better; unit: PERCENT. - [Recall@10](): Higher is better; unit: PERCENT. ## Recorded results | Method | Recall@1 | Result date | Report paper | | --- | --- | --- | --- | | AVLnet | 17.2 | Not recorded | 68fa73c31e209131cea5e53c | | VAB-Encodec | 14.2 | Not recorded | 68fa74f81e209131cea64f3f | | EquiAV | 13.8 | Not recorded | 68fa73c31e209131cea5e53c | | VAB-DAC | 13.8 | Not recorded | 68fa74f81e209131cea64f3f | | CAV-MAE | 13.3 | Not recorded | 68fa73c31e209131cea5e53c | | CAV-MAE | 13.3 | Not recorded | 68fa74f81e209131cea64f3f | | Aranjelovic | 11.9 | Not recorded | 68fa73c31e209131cea5e53c | | Boggust | 9.3 | Not recorded | 68fa73c31e209131cea5e53c | | ImageBind | 7 | Not recorded | 68fa74f81e209131cea64f3f | | LanguageBind | 1.9 | Not recorded | 68fa74f81e209131cea64f3f | ### AVLnet Recall@1: 17.2. Result ID: 699321ea3a6c31484913eff7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":true,"Pre-train":"HowTo100M"}. This record does not assert independent reproduction. ### VAB-Encodec Recall@1: 14.2. Result ID: 69936d343a6c31484915dbd9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Direction":"Video -\> Audio","Zero-shot":true}. This record does not assert independent reproduction. ### EquiAV Recall@1: 13.8. Result ID: 699321ea3a6c31484913eff9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Zero-shot":true}. This record does not assert independent reproduction. ### VAB-DAC Recall@1: 13.8. Result ID: 69936d343a6c31484915dbd8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Direction":"Video -\> Audio","Zero-shot":true}. This record does not assert independent reproduction. ### CAV-MAE Recall@1: 13.3. Result ID: 699321ea3a6c31484913eff8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Zero-shot":true}. This record does not assert independent reproduction. ### CAV-MAE Recall@1: 13.3. Result ID: 69936d343a6c31484915dbd7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Direction":"Video -\> Audio","Zero-shot":true}. This record does not assert independent reproduction. ### Aranjelovic Recall@1: 11.9. Result ID: 699321ea3a6c31484913eff6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":true,"Pre-train":"HowTo100M"}. This record does not assert independent reproduction. ### Boggust Recall@1: 9.3. Result ID: 699321ea3a6c31484913eff5. [Reporting paper]() Recorded evaluation configuration: {"Zero-shot":true,"Pre-train":"HowTo100M"}. This record does not assert independent reproduction. ### ImageBind Recall@1: 7. Result ID: 69936d343a6c31484915dbd6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Direction":"Video -\> Audio","Zero-shot":true}. This record does not assert independent reproduction. ### LanguageBind Recall@1: 1.9. Result ID: 69936d343a6c31484915dbd5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Direction":"Video -\> Audio","Zero-shot":true}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.