# Audio-to-Video Retrieval on MSR-VTT Source: [Audio-to-Video Retrieval on MSR-VTT]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:01:25.234Z Evaluation of Audio-to-Video Retrieval performance using the MSR-VTT 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-to-Video Retrieval | | Dataset (including any stated split) | MSR-VTT | | Metric | Recall@1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 13 of 13 | | 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 | | --- | --- | --- | --- | | TVLT | 23.8 | Not recorded | 68fa6dda1e209131cea3c6fe | | TVLT | 22.6 | Not recorded | 68fa6dda1e209131cea3c6fe | | AVLnet | 20.1 | Not recorded | 68fa6dda1e209131cea3c6fe | | AVLnet | 17.8 | Not recorded | 68fa73c31e209131cea5e53c | | EquiAV | 14.4 | Not recorded | 68fa73c31e209131cea5e53c | | Aranjelovic | 12.6 | Not recorded | 68fa73c31e209131cea5e53c | | VAB-DAC | 12 | Not recorded | 68fa74f81e209131cea64f3f | | VAB-Encodec | 9.6 | Not recorded | 68fa74f81e209131cea64f3f | | Boggust | 7.6 | Not recorded | 68fa73c31e209131cea5e53c | | CAV-MAE | 7.6 | Not recorded | 68fa73c31e209131cea5e53c | | CAV-MAE | 7.6 | Not recorded | 68fa74f81e209131cea64f3f | | ImageBind | 6 | Not recorded | 68fa74f81e209131cea64f3f | | LanguageBind | 1.2 | Not recorded | 68fa74f81e209131cea64f3f | ### TVLT Recall@1: 23.8. Result ID: 698fec1f3a6c314849fccf23. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Vision Input":"true","Audio Input":"true","Pretrain Datasets":"YTT-S"}. This record does not assert independent reproduction. ### TVLT Recall@1: 22.6. Result ID: 698fec1f3a6c314849fccf22. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Vision Input":"true","Audio Input":"true","Pretrain Datasets":"HT100M"}. This record does not assert independent reproduction. ### AVLnet Recall@1: 20.1. Result ID: 698fec1f3a6c314849fccf21. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Vision Input":"true","Audio Input":"true","Pretrain Datasets":"HT100M"}. This record does not assert independent reproduction. ### AVLnet Recall@1: 17.8. Result ID: 699321ea3a6c31484913effc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":true,"Pre-train":"HowTo100M"}. This record does not assert independent reproduction. ### EquiAV Recall@1: 14.4. Result ID: 699321ea3a6c31484913effe. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Zero-shot":true}. This record does not assert independent reproduction. ### Aranjelovic Recall@1: 12.6. Result ID: 699321ea3a6c31484913effb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":true,"Pre-train":"HowTo100M"}. This record does not assert independent reproduction. ### VAB-DAC Recall@1: 12. Result ID: 69936d343a6c31484915dbe7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Direction":"Audio -\> Video","Zero-shot":true}. This record does not assert independent reproduction. ### VAB-Encodec Recall@1: 9.6. Result ID: 69936d343a6c31484915dbe8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Direction":"Audio -\> Video","Zero-shot":true}. This record does not assert independent reproduction. ### Boggust Recall@1: 7.6. Result ID: 699321ea3a6c31484913effa. [Reporting paper]() Recorded evaluation configuration: {"Zero-shot":true,"Pre-train":"HowTo100M"}. This record does not assert independent reproduction. ### CAV-MAE Recall@1: 7.6. Result ID: 699321ea3a6c31484913effd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Zero-shot":true}. This record does not assert independent reproduction. ### CAV-MAE Recall@1: 7.6. Result ID: 69936d343a6c31484915dbe6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Direction":"Audio -\> Video","Zero-shot":true}. This record does not assert independent reproduction. ### ImageBind Recall@1: 6. Result ID: 69936d343a6c31484915dbe5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Direction":"Audio -\> Video","Zero-shot":true}. This record does not assert independent reproduction. ### LanguageBind Recall@1: 1.2. Result ID: 69936d343a6c31484915dbe4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Direction":"Audio -\> Video","Zero-shot":true}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.