# Text-to-Video Retrieval on MSR-VTT 1K-A 10K (test) Source: [Text-to-Video Retrieval on MSR-VTT 1K-A 10K (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:59:24.029Z Evaluation of Text-to-Video Retrieval performance using the MSR-VTT 1K-A 10K test split, measured by R@K metrics (R@1, R@5, R@10) and rank metrics (MedR, SumR). 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 | Text-to-Video Retrieval | | Dataset (including any stated split) | MSR-VTT 1K-A 10K (test) | | Metric | R@1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 - [R@1](): Higher is better; unit: PERCENT. - [R@5](): Higher is better; unit: PERCENT. - [R@10](): Higher is better; unit: PERCENT. - [MedR](): Lower is better; unit: SCALAR. - [SumR](): Lower is better; unit: SCALAR. ## Recorded results | Method | R@1 | Result date | Report paper | | --- | --- | --- | --- | | TMVM | 36.2 | Not recorded | 68fa6d801e209131cea3a1dd | | DMM | 31.2 | Not recorded | 68fa6d801e209131cea3a1dd | | Frozen | 31 | Not recorded | 68fa6d801e209131cea3a1dd | | HiT | 30.7 | Not recorded | 68fa6d801e209131cea3a1dd | | SUPPORT\_SET | 30.1 | Not recorded | 68fa6d801e209131cea3a1dd | | TT-CE+ | 29.6 | Not recorded | 68fa6d801e209131cea3a1dd | | AVLnet | 27.1 | Not recorded | 68fa6d801e209131cea3a1dd | | MMT | 26.6 | Not recorded | 68fa6d801e209131cea3a1dd | | TACO | 24.5 | Not recorded | 68fa6d801e209131cea3a1dd | | ClipBERT | 22 | Not recorded | 68fa6d801e209131cea3a1dd | | HGR | 21.7 | Not recorded | 68fa6d801e209131cea3a1dd | | UniVL | 21.2 | Not recorded | 68fa6d801e209131cea3a1dd | | Dual Encoding | 21.1 | Not recorded | 68fa6d801e209131cea3a1dd | | CE | 20.9 | Not recorded | 68fa6d801e209131cea3a1dd | | NoiseEstimation | 17.4 | Not recorded | 68fa6d801e209131cea3a1dd | | HowTo100M | 14.9 | Not recorded | 68fa6d801e209131cea3a1dd | | ActBERT | 8.6 | Not recorded | 68fa6d801e209131cea3a1dd | ### TMVM R@1: 36.2. Result ID: 698fb5a33a6c314849fb4d46. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DMM R@1: 31.2. Result ID: 698fb5a33a6c314849fb4d43. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Frozen R@1: 31. Result ID: 698fb5a33a6c314849fb4d45. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HiT R@1: 30.7. Result ID: 698fb5a33a6c314849fb4d40. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SUPPORT\_SET R@1: 30.1. Result ID: 698fb5a33a6c314849fb4d3f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TT-CE+ R@1: 29.6. Result ID: 698fb5a33a6c314849fb4d3c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AVLnet R@1: 27.1. Result ID: 698fb5a33a6c314849fb4d3a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MMT R@1: 26.6. Result ID: 698fb5a33a6c314849fb4d42. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TACO R@1: 24.5. Result ID: 698fb5a33a6c314849fb4d3e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ClipBERT R@1: 22. Result ID: 698fb5a33a6c314849fb4d44. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HGR R@1: 21.7. Result ID: 698fb5a33a6c314849fb4d3b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UniVL R@1: 21.2. Result ID: 698fb5a33a6c314849fb4d39. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Dual Encoding R@1: 21.1. Result ID: 698fb5a33a6c314849fb4d3d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CE R@1: 20.9. Result ID: 698fb5a33a6c314849fb4d41. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NoiseEstimation R@1: 17.4. Result ID: 698fb5a33a6c314849fb4d38. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HowTo100M R@1: 14.9. Result ID: 698fb5a33a6c314849fb4d37. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ActBERT R@1: 8.6. Result ID: 698fb5a33a6c314849fb4d36. [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.