# Text-to-video retrieval on ActivityNet (UTD-split)

Source: [Text-to-video retrieval on ActivityNet (UTD-split)](<https://www.sota2.com/research/sota/text-to-video-retrieval-on-activitynet-utd-split>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T06:01:20.885Z

Evaluation of Text-to-video retrieval performance on the UTD-split of the ActivityNet dataset, measured using Recall@1.

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) | ActivityNet (UTD-split) |
| Metric | Recall@1 |
| Unit | SCALAR |
| 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

- [Recall@1](<https://www.sota2.com/research/sota/text-to-video-retrieval-on-activitynet-utd-split.md?metric=Recall%401>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Recall@1 | Result date | Report paper |
| --- | --- | --- | --- |
| umt-L-17M | 0.387 | Not recorded | 68fa77911e209131cea73fde |
| videomamba-vm-25M | 0.338 | Not recorded | 68fa77911e209131cea73fde |
| videomamba-vm-17M | 0.33 | Not recorded | 68fa77911e209131cea73fde |
| umt-L-25M | 0.304 | Not recorded | 68fa77911e209131cea73fde |
| videomamba-vm-5M | 0.301 | Not recorded | 68fa77911e209131cea73fde |
| umt-L-5M | 0.287 | Not recorded | 68fa77911e209131cea73fde |
| umt-B-17M | 0.273 | Not recorded | 68fa77911e209131cea73fde |
| umt-B-5M | 0.223 | Not recorded | 68fa77911e209131cea73fde |
| internvid-L-200M | 0.221 | Not recorded | 68fa77911e209131cea73fde |
| internvid-B-200M | 0.201 | Not recorded | 68fa77911e209131cea73fde |
| umt-B-25M | 0.197 | Not recorded | 68fa77911e209131cea73fde |
| internvid-L-10M-FLT | 0.19 | Not recorded | 68fa77911e209131cea73fde |
| internvid-B-10M-FLT | 0.188 | Not recorded | 68fa77911e209131cea73fde |
| internvid-L-50M | 0.18 | Not recorded | 68fa77911e209131cea73fde |
| internvid-L-10M-DIV | 0.177 | Not recorded | 68fa77911e209131cea73fde |
| internvid-L-WebVid10M | 0.175 | Not recorded | 68fa77911e209131cea73fde |
| internvid-L-10M | 0.163 | Not recorded | 68fa77911e209131cea73fde |

### umt-L-17M

Recall@1: 0.387. Result ID: 699541ad3badfaffe62cf4a6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77911e209131cea73fde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72711e209131cea5652b.md>)

[Implementation](<https://github.com/OpenGVLab/unmasked_teacher>)

Recorded evaluation configuration: {"Zero-shot":true,"Re-ranking":true}. This record does not assert independent reproduction.

### videomamba-vm-25M

Recall@1: 0.338. Result ID: 699541ad3badfaffe62cf4aa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77911e209131cea73fde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72831e209131cea56ea1.md>)

[Implementation](<https://github.com/OpenGVLab/VideoMamba>)

Recorded evaluation configuration: {"Zero-shot":true,"Re-ranking":true}. This record does not assert independent reproduction.

### videomamba-vm-17M

Recall@1: 0.33. Result ID: 699541ad3badfaffe62cf4a9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77911e209131cea73fde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72831e209131cea56ea1.md>)

[Implementation](<https://github.com/OpenGVLab/VideoMamba>)

Recorded evaluation configuration: {"Zero-shot":true,"Re-ranking":true}. This record does not assert independent reproduction.

### umt-L-25M

Recall@1: 0.304. Result ID: 699541ad3badfaffe62cf4a7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77911e209131cea73fde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72711e209131cea5652b.md>)

[Implementation](<https://github.com/OpenGVLab/unmasked_teacher>)

Recorded evaluation configuration: {"Zero-shot":true,"Re-ranking":true}. This record does not assert independent reproduction.

### videomamba-vm-5M

Recall@1: 0.301. Result ID: 699541ad3badfaffe62cf4a8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77911e209131cea73fde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72831e209131cea56ea1.md>)

[Implementation](<https://github.com/OpenGVLab/VideoMamba>)

Recorded evaluation configuration: {"Zero-shot":true,"Re-ranking":true}. This record does not assert independent reproduction.

### umt-L-5M

Recall@1: 0.287. Result ID: 699541ad3badfaffe62cf4a5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77911e209131cea73fde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72711e209131cea5652b.md>)

[Implementation](<https://github.com/OpenGVLab/unmasked_teacher>)

Recorded evaluation configuration: {"Zero-shot":true,"Re-ranking":true}. This record does not assert independent reproduction.

### umt-B-17M

Recall@1: 0.273. Result ID: 699541ad3badfaffe62cf4a3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77911e209131cea73fde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72711e209131cea5652b.md>)

[Implementation](<https://github.com/OpenGVLab/unmasked_teacher>)

Recorded evaluation configuration: {"Zero-shot":true,"Re-ranking":true}. This record does not assert independent reproduction.

### umt-B-5M

Recall@1: 0.223. Result ID: 699541ad3badfaffe62cf4a2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77911e209131cea73fde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72711e209131cea5652b.md>)

[Implementation](<https://github.com/OpenGVLab/unmasked_teacher>)

Recorded evaluation configuration: {"Zero-shot":true,"Re-ranking":true}. This record does not assert independent reproduction.

### internvid-L-200M

Recall@1: 0.221. Result ID: 699541ad3badfaffe62cf4b2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77911e209131cea73fde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71ba1e209131cea52cd9.md>)

Recorded evaluation configuration: {"Zero-shot":true,"Re-ranking":true}. This record does not assert independent reproduction.

### internvid-B-200M

Recall@1: 0.201. Result ID: 699541ad3badfaffe62cf4ac.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77911e209131cea73fde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71ba1e209131cea52cd9.md>)

Recorded evaluation configuration: {"Zero-shot":true,"Re-ranking":true}. This record does not assert independent reproduction.

### umt-B-25M

Recall@1: 0.197. Result ID: 699541ad3badfaffe62cf4a4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77911e209131cea73fde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72711e209131cea5652b.md>)

[Implementation](<https://github.com/OpenGVLab/unmasked_teacher>)

Recorded evaluation configuration: {"Zero-shot":true,"Re-ranking":true}. This record does not assert independent reproduction.

### internvid-L-10M-FLT

Recall@1: 0.19. Result ID: 699541ad3badfaffe62cf4b0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77911e209131cea73fde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71ba1e209131cea52cd9.md>)

Recorded evaluation configuration: {"Zero-shot":true,"Re-ranking":true}. This record does not assert independent reproduction.

### internvid-B-10M-FLT

Recall@1: 0.188. Result ID: 699541ad3badfaffe62cf4ab.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77911e209131cea73fde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71ba1e209131cea52cd9.md>)

Recorded evaluation configuration: {"Zero-shot":true,"Re-ranking":true}. This record does not assert independent reproduction.

### internvid-L-50M

Recall@1: 0.18. Result ID: 699541ad3badfaffe62cf4b1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77911e209131cea73fde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71ba1e209131cea52cd9.md>)

Recorded evaluation configuration: {"Zero-shot":true,"Re-ranking":true}. This record does not assert independent reproduction.

### internvid-L-10M-DIV

Recall@1: 0.177. Result ID: 699541ad3badfaffe62cf4af.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77911e209131cea73fde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71ba1e209131cea52cd9.md>)

Recorded evaluation configuration: {"Zero-shot":true,"Re-ranking":true}. This record does not assert independent reproduction.

### internvid-L-WebVid10M

Recall@1: 0.175. Result ID: 699541ad3badfaffe62cf4ae.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77911e209131cea73fde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71ba1e209131cea52cd9.md>)

Recorded evaluation configuration: {"Zero-shot":true,"Re-ranking":true}. This record does not assert independent reproduction.

### internvid-L-10M

Recall@1: 0.163. Result ID: 699541ad3badfaffe62cf4ad.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77911e209131cea73fde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71ba1e209131cea52cd9.md>)

Recorded evaluation configuration: {"Zero-shot":true,"Re-ranking":true}. This record does not assert independent reproduction.

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