# Text-to-Video Retrieval on MSRVTT (R@1, R@5, R@10, MdR, MnR, Rsum) Source: [Text-to-Video Retrieval on MSRVTT (R@1, R@5, R@10, MdR, MnR, Rsum)]() Collection index: [llms.txt]() Data updated: 2026-03-27T13:13:08.669Z Evaluation of Text-to-Video Retrieval performance on the MSRVTT dataset, reporting Recall@K metrics (R@1, R@5, R@10), Median Rank (MdR), Mean Normalized Rank (MnR), and Rsum. 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) | MSRVTT | | Metric | Recall@1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 38 of 38 | | 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. - [Median Rank](): Lower is better; unit: SCALAR. - [Mean Normalized Rank](): Lower is better; unit: SCALAR. - [Rsum](): Higher is better; unit: SCALAR. ## Recorded results | Method | Recall@1 | Result date | Report paper | | --- | --- | --- | --- | | EagleNet | 51 | Not recorded | 69c60f2a0636e5bf4afc85cb | | Video-ColBERT†\* | 50 | Not recorded | 69c60f2a0636e5bf4afc85cb | | GLSCL\* | 49.9 | Not recorded | 69c60f2a0636e5bf4afc85cb | | TempMe\* | 49.9 | Not recorded | 69c60f2a0636e5bf4afc85cb | | TV-ProxyNet†\* | 49.5 | Not recorded | 69c60f2a0636e5bf4afc85cb | | XPool†\* | 49.2 | Not recorded | 69c60f2a0636e5bf4afc85cb | | TS2Net\* | 48.8 | Not recorded | 69c60f2a0636e5bf4afc85cb | | TFVL | 48.7 | Not recorded | 69c60f2a0636e5bf4afc85cb | | UCoFiA\* | 48.6 | Not recorded | 69c60f2a0636e5bf4afc85cb | | CLIP-VIP\* | 48.5 | Not recorded | 69c60f2a0636e5bf4afc85cb | | TMASS†\* | 48.5 | Not recorded | 69c60f2a0636e5bf4afc85cb | | ProST\* | 48 | Not recorded | 69c60f2a0636e5bf4afc85cb | | GLSCL\* | 47.2 | Not recorded | 69c60f2a0636e5bf4afc85cb | | EagleNet | 47.2 | Not recorded | 69c60f2a0636e5bf4afc85cb | | TV-ProxyNet†\* | 46.7 | Not recorded | 69c60f2a0636e5bf4afc85cb | | RAP | 46.5 | Not recorded | 69c60f2a0636e5bf4afc85cb | | ProST\* | 46.3 | Not recorded | 69c60f2a0636e5bf4afc85cb | | CLIP-VIP\* | 46 | Not recorded | 69c60f2a0636e5bf4afc85cb | | Video-ColBERT†\* | 45.9 | Not recorded | 69c60f2a0636e5bf4afc85cb | | XPool†\* | 45.8 | Not recorded | 69c60f2a0636e5bf4afc85cb | | TS2Net\* | 45.4 | Not recorded | 69c60f2a0636e5bf4afc85cb | | SHE-Net | 45.3 | Not recorded | 69c60f2a0636e5bf4afc85cb | | TFVL | 45.2 | Not recorded | 69c60f2a0636e5bf4afc85cb | | CLIP4Clip\* | 45.2 | Not recorded | 69c60f2a0636e5bf4afc85cb | | RAP | 44.8 | Not recorded | 69c60f2a0636e5bf4afc85cb | | TMASS†\* | 43.4 | Not recorded | 69c60f2a0636e5bf4afc85cb | | TempMe\* | 43.3 | Not recorded | 69c60f2a0636e5bf4afc85cb | | CLIP4Clip\* | 43.2 | Not recorded | 69c60f2a0636e5bf4afc85cb | | BridgeFormer | 37.6 | Not recorded | 69c60f2a0636e5bf4afc85cb | | TVMM | 36.2 | Not recorded | 69c60f2a0636e5bf4afc85cb | | Frozen | 31 | Not recorded | 69c60f2a0636e5bf4afc85cb | | SupportSet | 30.1 | Not recorded | 69c60f2a0636e5bf4afc85cb | | TeachText | 29.6 | Not recorded | 69c60f2a0636e5bf4afc85cb | | T2vlad | 29.5 | Not recorded | 69c60f2a0636e5bf4afc85cb | | HiT | 27.7 | Not recorded | 69c60f2a0636e5bf4afc85cb | | MMT | 26.6 | Not recorded | 69c60f2a0636e5bf4afc85cb | | ClipBERT | 22 | Not recorded | 69c60f2a0636e5bf4afc85cb | | CE | 20.6 | Not recorded | 69c60f2a0636e5bf4afc85cb | ### EagleNet Recall@1: 51. Result ID: 69c6825247f34ce924b0917a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"End-to-End Status":"End-to-End","Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### Video-ColBERT†\* Recall@1: 50. Result ID: 69c6825247f34ce924b09179. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"End-to-End Status":"End-to-End","Backbone":"ViT-B/16","Fine-tuning":"true"}. This record does not assert independent reproduction. ### GLSCL\* Recall@1: 49.9. Result ID: 69c6825247f34ce924b09176. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"End-to-End Status":"End-to-End","Backbone":"ViT-B/16","Fine-tuning":"true"}. This record does not assert independent reproduction. ### TempMe\* Recall@1: 49.9. Result ID: 69c6825247f34ce924b09177. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"End-to-End Status":"End-to-End","Backbone":"ViT-B/16","Fine-tuning":"true"}. This record does not assert independent reproduction. ### TV-ProxyNet†\* Recall@1: 49.5. Result ID: 69c6825247f34ce924b09178. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"End-to-End Status":"End-to-End","Backbone":"ViT-B/16","Fine-tuning":"true"}. This record does not assert independent reproduction. ### XPool†\* Recall@1: 49.2. Result ID: 69c6825247f34ce924b0916e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"End-to-End Status":"End-to-End","Backbone":"ViT-B/16","Fine-tuning":"true"}. This record does not assert independent reproduction. ### TS2Net\* Recall@1: 48.8. Result ID: 69c6825247f34ce924b0916f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"End-to-End Status":"End-to-End","Backbone":"ViT-B/16","Fine-tuning":"true"}. This record does not assert independent reproduction. ### TFVL Recall@1: 48.7. Result ID: 69c6825247f34ce924b09175. [Reporting paper]() Recorded evaluation configuration: {"End-to-End Status":"End-to-End","Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### UCoFiA\* Recall@1: 48.6. Result ID: 69c6825247f34ce924b09171. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"End-to-End Status":"End-to-End","Backbone":"ViT-B/16","Fine-tuning":"true"}. This record does not assert independent reproduction. ### CLIP-VIP\* Recall@1: 48.5. Result ID: 69c6825247f34ce924b09170. [Reporting paper]() Recorded evaluation configuration: {"End-to-End Status":"End-to-End","Backbone":"ViT-B/16","Fine-tuning":"true"}. This record does not assert independent reproduction. ### TMASS†\* Recall@1: 48.5. Result ID: 69c6825247f34ce924b09173. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"End-to-End Status":"End-to-End","Backbone":"ViT-B/16","Fine-tuning":"true"}. This record does not assert independent reproduction. ### ProST\* Recall@1: 48. Result ID: 69c6825247f34ce924b09172. [Reporting paper]() Recorded evaluation configuration: {"End-to-End Status":"End-to-End","Backbone":"ViT-B/16","Fine-tuning":"true"}. This record does not assert independent reproduction. ### GLSCL\* Recall@1: 47.2. Result ID: 69c6825247f34ce924b09168. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"End-to-End Status":"End-to-End","Backbone":"ViT-B/32","Fine-tuning":"true"}. This record does not assert independent reproduction. ### EagleNet Recall@1: 47.2. Result ID: 69c6825247f34ce924b0916c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"End-to-End Status":"End-to-End","Backbone":"ViT-B/32"}. This record does not assert independent reproduction. ### TV-ProxyNet†\* Recall@1: 46.7. Result ID: 69c6825247f34ce924b0916a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"End-to-End Status":"End-to-End","Backbone":"ViT-B/32","Fine-tuning":"true"}. This record does not assert independent reproduction. ### RAP Recall@1: 46.5. Result ID: 69c6825247f34ce924b09174. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"End-to-End Status":"End-to-End","Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### ProST\* Recall@1: 46.3. Result ID: 69c6825247f34ce924b09163. [Reporting paper]() Recorded evaluation configuration: {"End-to-End Status":"End-to-End","Backbone":"ViT-B/32","Fine-tuning":"true"}. This record does not assert independent reproduction. ### CLIP-VIP\* Recall@1: 46. Result ID: 69c6825247f34ce924b09162. [Reporting paper]() Recorded evaluation configuration: {"End-to-End Status":"End-to-End","Backbone":"ViT-B/32","Fine-tuning":"true"}. This record does not assert independent reproduction. ### Video-ColBERT†\* Recall@1: 45.9. Result ID: 69c6825247f34ce924b0916b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"End-to-End Status":"End-to-End","Backbone":"ViT-B/32","Fine-tuning":"true"}. This record does not assert independent reproduction. ### XPool†\* Recall@1: 45.8. Result ID: 69c6825247f34ce924b09160. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"End-to-End Status":"End-to-End","Backbone":"ViT-B/32","Fine-tuning":"true"}. This record does not assert independent reproduction. ### TS2Net\* Recall@1: 45.4. Result ID: 69c6825247f34ce924b09161. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"End-to-End Status":"End-to-End","Backbone":"ViT-B/32","Fine-tuning":"true"}. This record does not assert independent reproduction. ### SHE-Net Recall@1: 45.3. Result ID: 69c6825247f34ce924b09167. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"End-to-End Status":"End-to-End","Backbone":"ViT-B/32"}. This record does not assert independent reproduction. ### TFVL Recall@1: 45.2. Result ID: 69c6825247f34ce924b09166. [Reporting paper]() Recorded evaluation configuration: {"End-to-End Status":"End-to-End","Backbone":"ViT-B/32"}. This record does not assert independent reproduction. ### CLIP4Clip\* Recall@1: 45.2. Result ID: 69c6825247f34ce924b0916d. [Reporting paper]() Recorded evaluation configuration: {"End-to-End Status":"End-to-End","Backbone":"ViT-B/16","Fine-tuning":"true"}. This record does not assert independent reproduction. ### RAP Recall@1: 44.8. Result ID: 69c6825247f34ce924b09165. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"End-to-End Status":"End-to-End","Backbone":"ViT-B/32"}. This record does not assert independent reproduction. ### TMASS†\* Recall@1: 43.4. Result ID: 69c6825247f34ce924b09164. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"End-to-End Status":"End-to-End","Backbone":"ViT-B/32","Fine-tuning":"true"}. This record does not assert independent reproduction. ### TempMe\* Recall@1: 43.3. Result ID: 69c6825247f34ce924b09169. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"End-to-End Status":"End-to-End","Backbone":"ViT-B/32","Fine-tuning":"true"}. This record does not assert independent reproduction. ### CLIP4Clip\* Recall@1: 43.2. Result ID: 69c6825247f34ce924b0915f. [Reporting paper]() Recorded evaluation configuration: {"End-to-End Status":"End-to-End","Backbone":"ViT-B/32","Fine-tuning":"true"}. This record does not assert independent reproduction. ### BridgeFormer Recall@1: 37.6. Result ID: 69c6825247f34ce924b0915d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"End-to-End Status":"End-to-End","Backbone":"non-CLIP"}. This record does not assert independent reproduction. ### TVMM Recall@1: 36.2. Result ID: 69c6825247f34ce924b0915e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"End-to-End Status":"End-to-End","Backbone":"non-CLIP"}. This record does not assert independent reproduction. ### Frozen Recall@1: 31. Result ID: 69c6825247f34ce924b0915c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"End-to-End Status":"End-to-End","Backbone":"non-CLIP"}. This record does not assert independent reproduction. ### SupportSet Recall@1: 30.1. Result ID: 69c6825247f34ce924b0915b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"End-to-End Status":"End-to-End","Backbone":"non-CLIP"}. This record does not assert independent reproduction. ### TeachText Recall@1: 29.6. Result ID: 69c6825247f34ce924b09159. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"End-to-End Status":"Not End-to-End"}. This record does not assert independent reproduction. ### T2vlad Recall@1: 29.5. Result ID: 69c6825247f34ce924b09157. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"End-to-End Status":"Not End-to-End"}. This record does not assert independent reproduction. ### HiT Recall@1: 27.7. Result ID: 69c6825247f34ce924b09158. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"End-to-End Status":"Not End-to-End"}. This record does not assert independent reproduction. ### MMT Recall@1: 26.6. Result ID: 69c6825247f34ce924b09156. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"End-to-End Status":"Not End-to-End"}. This record does not assert independent reproduction. ### ClipBERT Recall@1: 22. Result ID: 69c6825247f34ce924b0915a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"End-to-End Status":"End-to-End","Backbone":"non-CLIP"}. This record does not assert independent reproduction. ### CE Recall@1: 20.6. Result ID: 69c6825247f34ce924b09155. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"End-to-End Status":"Not End-to-End"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.