# Text-to-video retrieval on ActivityNet Full (test val)

Source: [Text-to-video retrieval on ActivityNet Full (test val)](<https://www.sota2.com/research/sota/text-to-video-retrieval-on-activitynet-full-test-val>)

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

Data updated: 2026-02-26T06:01:20.868Z

Evaluation of Text-to-Video Retrieval performance on the combined test and validation splits of the full ActivityNet dataset, measured using recall metrics.

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 Full (test val) |
| Metric | Recall@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

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

## Recorded results

| Method | Recall@1 | Result date | Report paper |
| --- | --- | --- | --- |
| umt-L-17M | 45.9 | Not recorded | 68fa77911e209131cea73fde |
| videomamba-vm-25M | 41.1 | Not recorded | 68fa77911e209131cea73fde |
| videomamba-vm-17M | 40.4 | Not recorded | 68fa77911e209131cea73fde |
| videomamba-vm-5M | 37.1 | Not recorded | 68fa77911e209131cea73fde |
| umt-L-25M | 36.7 | Not recorded | 68fa77911e209131cea73fde |
| umt-L-5M | 34.8 | Not recorded | 68fa77911e209131cea73fde |
| umt-B-17M | 34.2 | Not recorded | 68fa77911e209131cea73fde |
| internvid-L-200M | 28.7 | Not recorded | 68fa77911e209131cea73fde |
| umt-B-5M | 28.6 | Not recorded | 68fa77911e209131cea73fde |
| internvid-B-200M | 26.2 | Not recorded | 68fa77911e209131cea73fde |
| umt-B-25M | 25.1 | Not recorded | 68fa77911e209131cea73fde |
| internvid-L-10M-FLT | 24.5 | Not recorded | 68fa77911e209131cea73fde |
| internvid-B-10M-FLT | 24.4 | Not recorded | 68fa77911e209131cea73fde |
| internvid-L-50M | 24.4 | Not recorded | 68fa77911e209131cea73fde |
| internvid-L-10M-DIV | 23.2 | Not recorded | 68fa77911e209131cea73fde |
| internvid-L-WebVid10M | 23.1 | Not recorded | 68fa77911e209131cea73fde |
| internvid-L-10M | 21.5 | Not recorded | 68fa77911e209131cea73fde |

### umt-L-17M

Recall@1: 45.9. Result ID: 699541ad3badfaffe62cf495.

[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: 41.1. Result ID: 699541ad3badfaffe62cf499.

[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: 40.4. Result ID: 699541ad3badfaffe62cf498.

[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-5M

Recall@1: 37.1. Result ID: 699541ad3badfaffe62cf497.

[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: 36.7. Result ID: 699541ad3badfaffe62cf496.

[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-L-5M

Recall@1: 34.8. Result ID: 699541ad3badfaffe62cf494.

[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: 34.2. Result ID: 699541ad3badfaffe62cf492.

[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: 28.7. Result ID: 699541ad3badfaffe62cf4a1.

[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-5M

Recall@1: 28.6. Result ID: 699541ad3badfaffe62cf491.

[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-B-200M

Recall@1: 26.2. Result ID: 699541ad3badfaffe62cf49b.

[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: 25.1. Result ID: 699541ad3badfaffe62cf493.

[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: 24.5. Result ID: 699541ad3badfaffe62cf49f.

[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: 24.4. Result ID: 699541ad3badfaffe62cf49a.

[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: 24.4. Result ID: 699541ad3badfaffe62cf4a0.

[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: 23.2. Result ID: 699541ad3badfaffe62cf49e.

[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: 23.1. Result ID: 699541ad3badfaffe62cf49d.

[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: 21.5. Result ID: 699541ad3badfaffe62cf49c.

[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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