# Text-to-Video Retrieval on MSRVTT (UTD) (R@1) Source: [Text-to-Video Retrieval on MSRVTT (UTD) (R@1)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:01:20.801Z Evaluation of Text-to-Video Retrieval performance on the MSRVTT (UTD) variant, reporting the Recall@1 metric. 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 (UTD) | | Metric | Recall@1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 34 of 34 | | 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. ## Recorded results | Method | Recall@1 | Result date | Report paper | | --- | --- | --- | --- | | umt-l 17M | 31.1 | Not recorded | 68fa77911e209131cea73fde | | umt-L-17M | 31.1 | Not recorded | 68fa77911e209131cea73fde | | umt-l 25M | 30.6 | Not recorded | 68fa77911e209131cea73fde | | umt-L-25M | 30.6 | Not recorded | 68fa77911e209131cea73fde | | umt-b 17M | 26.3 | Not recorded | 68fa77911e209131cea73fde | | internvid-L-10M-FLT | 26.3 | Not recorded | 68fa77911e209131cea73fde | | umt-B-17M | 26.3 | Not recorded | 68fa77911e209131cea73fde | | internvid-L-10M-FLT | 26.3 | Not recorded | 68fa77911e209131cea73fde | | videomamba-vm-17M | 25.5 | Not recorded | 68fa77911e209131cea73fde | | videomamba-vm-25M | 25.5 | Not recorded | 68fa77911e209131cea73fde | | videomamba-vm-17M | 25.5 | Not recorded | 68fa77911e209131cea73fde | | videomamba-vm-25M | 25.5 | Not recorded | 68fa77911e209131cea73fde | | internvid-B-10M-FLT | 25.4 | Not recorded | 68fa77911e209131cea73fde | | internvid-B-10M-FLT | 25.4 | Not recorded | 68fa77911e209131cea73fde | | umt-l 5M | 24.9 | Not recorded | 68fa77911e209131cea73fde | | umt-L-5M | 24.9 | Not recorded | 68fa77911e209131cea73fde | | umt-b 25M | 24.8 | Not recorded | 68fa77911e209131cea73fde | | internvid-L-200M | 24.8 | Not recorded | 68fa77911e209131cea73fde | | umt-B-25M | 24.8 | Not recorded | 68fa77911e209131cea73fde | | internvid-L-200M | 24.8 | Not recorded | 68fa77911e209131cea73fde | | internvid-B-200M | 24.7 | Not recorded | 68fa77911e209131cea73fde | | internvid-B-200M | 24.7 | Not recorded | 68fa77911e209131cea73fde | | internvid-L-10M-DIV | 24.2 | Not recorded | 68fa77911e209131cea73fde | | internvid-L-10M-DIV | 24.2 | Not recorded | 68fa77911e209131cea73fde | | videomamba-vm-5M | 23 | Not recorded | 68fa77911e209131cea73fde | | videomamba-vm-5M | 23 | Not recorded | 68fa77911e209131cea73fde | | internvid-L-50M | 22 | Not recorded | 68fa77911e209131cea73fde | | internvid-L-50M | 22 | Not recorded | 68fa77911e209131cea73fde | | umt-b 5M | 20.5 | Not recorded | 68fa77911e209131cea73fde | | umt-B-5M | 20.5 | Not recorded | 68fa77911e209131cea73fde | | internvid-L-10M | 18.7 | Not recorded | 68fa77911e209131cea73fde | | internvid-L-10M | 18.7 | Not recorded | 68fa77911e209131cea73fde | | internvid-L-WV10M | 17.6 | Not recorded | 68fa77911e209131cea73fde | | internvid-L-WebVid10M | 17.6 | Not recorded | 68fa77911e209131cea73fde | ### umt-l 17M Recall@1: 31.1. Result ID: 699541ad3badfaffe62cf413. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pretrain Data":"17M","Zero-shot":true}. This record does not assert independent reproduction. ### umt-L-17M Recall@1: 31.1. Result ID: 699541ad3badfaffe62cf462. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Zero-shot":true,"Re-ranking":true}. This record does not assert independent reproduction. ### umt-l 25M Recall@1: 30.6. Result ID: 699541ad3badfaffe62cf414. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pretrain Data":"25M","Zero-shot":true}. This record does not assert independent reproduction. ### umt-L-25M Recall@1: 30.6. Result ID: 699541ad3badfaffe62cf463. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Zero-shot":true,"Re-ranking":true}. This record does not assert independent reproduction. ### umt-b 17M Recall@1: 26.3. Result ID: 699541ad3badfaffe62cf410. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pretrain Data":"17M","Zero-shot":true}. This record does not assert independent reproduction. ### internvid-L-10M-FLT Recall@1: 26.3. Result ID: 699541ad3badfaffe62cf41d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pretrain Data":"10M-FLT","Zero-shot":true}. This record does not assert independent reproduction. ### umt-B-17M Recall@1: 26.3. Result ID: 699541ad3badfaffe62cf45f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Zero-shot":true,"Re-ranking":true}. This record does not assert independent reproduction. ### internvid-L-10M-FLT Recall@1: 26.3. Result ID: 699541ad3badfaffe62cf46c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":true,"Re-ranking":true}. This record does not assert independent reproduction. ### videomamba-vm-17M Recall@1: 25.5. Result ID: 699541ad3badfaffe62cf416. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pretrain Data":"17M","Zero-shot":true}. This record does not assert independent reproduction. ### videomamba-vm-25M Recall@1: 25.5. Result ID: 699541ad3badfaffe62cf417. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pretrain Data":"25M","Zero-shot":true}. This record does not assert independent reproduction. ### videomamba-vm-17M Recall@1: 25.5. Result ID: 699541ad3badfaffe62cf465. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Zero-shot":true,"Re-ranking":true}. This record does not assert independent reproduction. ### videomamba-vm-25M Recall@1: 25.5. Result ID: 699541ad3badfaffe62cf466. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Zero-shot":true,"Re-ranking":true}. This record does not assert independent reproduction. ### internvid-B-10M-FLT Recall@1: 25.4. Result ID: 699541ad3badfaffe62cf418. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pretrain Data":"10M-FLT","Zero-shot":true}. This record does not assert independent reproduction. ### internvid-B-10M-FLT Recall@1: 25.4. Result ID: 699541ad3badfaffe62cf467. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":true,"Re-ranking":true}. This record does not assert independent reproduction. ### umt-l 5M Recall@1: 24.9. Result ID: 699541ad3badfaffe62cf412. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pretrain Data":"5M","Zero-shot":true}. This record does not assert independent reproduction. ### umt-L-5M Recall@1: 24.9. Result ID: 699541ad3badfaffe62cf461. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Zero-shot":true,"Re-ranking":true}. This record does not assert independent reproduction. ### umt-b 25M Recall@1: 24.8. Result ID: 699541ad3badfaffe62cf411. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pretrain Data":"25M","Zero-shot":true}. This record does not assert independent reproduction. ### internvid-L-200M Recall@1: 24.8. Result ID: 699541ad3badfaffe62cf41f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pretrain Data":"200M","Zero-shot":true}. This record does not assert independent reproduction. ### umt-B-25M Recall@1: 24.8. Result ID: 699541ad3badfaffe62cf460. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Zero-shot":true,"Re-ranking":true}. This record does not assert independent reproduction. ### internvid-L-200M Recall@1: 24.8. Result ID: 699541ad3badfaffe62cf46e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":true,"Re-ranking":true}. This record does not assert independent reproduction. ### internvid-B-200M Recall@1: 24.7. Result ID: 699541ad3badfaffe62cf419. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pretrain Data":"200M","Zero-shot":true}. This record does not assert independent reproduction. ### internvid-B-200M Recall@1: 24.7. Result ID: 699541ad3badfaffe62cf468. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":true,"Re-ranking":true}. This record does not assert independent reproduction. ### internvid-L-10M-DIV Recall@1: 24.2. Result ID: 699541ad3badfaffe62cf41c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pretrain Data":"10M-DIV","Zero-shot":true}. This record does not assert independent reproduction. ### internvid-L-10M-DIV Recall@1: 24.2. Result ID: 699541ad3badfaffe62cf46b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":true,"Re-ranking":true}. This record does not assert independent reproduction. ### videomamba-vm-5M Recall@1: 23. Result ID: 699541ad3badfaffe62cf415. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pretrain Data":"5M","Zero-shot":true}. This record does not assert independent reproduction. ### videomamba-vm-5M Recall@1: 23. Result ID: 699541ad3badfaffe62cf464. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Zero-shot":true,"Re-ranking":true}. This record does not assert independent reproduction. ### internvid-L-50M Recall@1: 22. Result ID: 699541ad3badfaffe62cf41e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pretrain Data":"50M","Zero-shot":true}. This record does not assert independent reproduction. ### internvid-L-50M Recall@1: 22. Result ID: 699541ad3badfaffe62cf46d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":true,"Re-ranking":true}. This record does not assert independent reproduction. ### umt-b 5M Recall@1: 20.5. Result ID: 699541ad3badfaffe62cf40f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pretrain Data":"5M","Zero-shot":true}. This record does not assert independent reproduction. ### umt-B-5M Recall@1: 20.5. Result ID: 699541ad3badfaffe62cf45e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Zero-shot":true,"Re-ranking":true}. This record does not assert independent reproduction. ### internvid-L-10M Recall@1: 18.7. Result ID: 699541ad3badfaffe62cf41a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pretrain Data":"10M","Zero-shot":true}. This record does not assert independent reproduction. ### internvid-L-10M Recall@1: 18.7. Result ID: 699541ad3badfaffe62cf469. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":true,"Re-ranking":true}. This record does not assert independent reproduction. ### internvid-L-WV10M Recall@1: 17.6. Result ID: 699541ad3badfaffe62cf41b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pretrain Data":"WV10M","Zero-shot":true}. This record does not assert independent reproduction. ### internvid-L-WebVid10M Recall@1: 17.6. Result ID: 699541ad3badfaffe62cf46a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":true,"Re-ranking":true}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.