# Text-to-Video Retrieval on MSRVTT (R@1, R@5, R@10, R@sum, MnR)

Source: [Text-to-Video Retrieval on MSRVTT (R@1, R@5, R@10, R@sum, MnR)](<https://www.sota2.com/research/sota/text-to-video-retrieval-on-msrvtt-r-at-1-r-at-5-r-at-10-r-at-sum-mnr>)

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

Data updated: 2026-02-26T05:59:29.559Z

Evaluation of Text-to-Video Retrieval performance on the MSRVTT dataset, reporting Recall@K metrics (R@1, R@5, R@10), R@sum, and Mean Normalized Rank (MnR).

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 | 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](<https://www.sota2.com/research/sota/text-to-video-retrieval-on-msrvtt-r-at-1-r-at-5-r-at-10-r-at-sum-mnr.md?metric=R%401>): Higher is better; unit: PERCENT.

- [R@5](<https://www.sota2.com/research/sota/text-to-video-retrieval-on-msrvtt-r-at-1-r-at-5-r-at-10-r-at-sum-mnr.md?metric=R%405>): Higher is better; unit: PERCENT.

- [R@10](<https://www.sota2.com/research/sota/text-to-video-retrieval-on-msrvtt-r-at-1-r-at-5-r-at-10-r-at-sum-mnr.md?metric=R%4010>): Higher is better; unit: PERCENT.

- [R@sum](<https://www.sota2.com/research/sota/text-to-video-retrieval-on-msrvtt-r-at-1-r-at-5-r-at-10-r-at-sum-mnr.md?metric=R%40sum>): Higher is better; unit: SCALAR.

- [MnR](<https://www.sota2.com/research/sota/text-to-video-retrieval-on-msrvtt-r-at-1-r-at-5-r-at-10-r-at-sum-mnr.md?metric=MnR>): Lower is better; unit: SCALAR.

## Recorded results

| Method | R@1 | Result date | Report paper |
| --- | --- | --- | --- |
| DiscoVLA | 50.5 | Not recorded | 68fa795b1e209131cea7d3ce |
| TempMe | 49 | Not recorded | 68fa795b1e209131cea7d3ce |
| DGL | 48.3 | Not recorded | 68fa795b1e209131cea7d3ce |
| VoP F+C | 47.7 | Not recorded | 68fa795b1e209131cea7d3ce |
| VoP F+P | 47.1 | Not recorded | 68fa795b1e209131cea7d3ce |
| DiscoVLA | 47 | Not recorded | 68fa795b1e209131cea7d3ce |
| RAP | 46.5 | Not recorded | 68fa795b1e209131cea7d3ce |
| TempMe | 46.1 | Not recorded | 68fa795b1e209131cea7d3ce |
| MV-Adapter | 46 | Not recorded | 68fa795b1e209131cea7d3ce |
| RAP | 44.8 | Not recorded | 68fa795b1e209131cea7d3ce |
| VoP F+C | 44.7 | Not recorded | 68fa795b1e209131cea7d3ce |
| DGL | 44.6 | Not recorded | 68fa795b1e209131cea7d3ce |
| LORA | 43.7 | Not recorded | 68fa795b1e209131cea7d3ce |
| VoP F+P | 43.5 | Not recorded | 68fa795b1e209131cea7d3ce |
| Full fine-tuning | 43.1 | Not recorded | 68fa795b1e209131cea7d3ce |
| Adapter | 41.9 | Not recorded | 68fa795b1e209131cea7d3ce |
| Prompt | 40.4 | Not recorded | 68fa795b1e209131cea7d3ce |

### DiscoVLA

R@1: 50.5. Result ID: 6995dbf83badfaffe6e2927a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa795b1e209131cea7d3ce.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa795b1e209131cea7d3ce.md>)

[Implementation](<https://github.com/LunarShen/DsicoVLA>)

Recorded evaluation configuration: {"Backbone":"CLIP (ViT-B/16)","# Params (M)":"0.56"}. This record does not assert independent reproduction.

### TempMe

R@1: 49. Result ID: 6995dbf83badfaffe6e29279.

[Reporting paper](<https://www.sota2.com/research/paper/68fa795b1e209131cea7d3ce.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77641e209131cea72fbb.md>)

Recorded evaluation configuration: {"Backbone":"CLIP (ViT-B/16)","# Params (M)":"0.50"}. This record does not assert independent reproduction.

### DGL

R@1: 48.3. Result ID: 6995dbf83badfaffe6e29278.

[Reporting paper](<https://www.sota2.com/research/paper/68fa795b1e209131cea7d3ce.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71d91e209131cea53559.md>)

Recorded evaluation configuration: {"Backbone":"CLIP (ViT-B/16)","# Params (M)":"0.83"}. This record does not assert independent reproduction.

### VoP F+C

R@1: 47.7. Result ID: 6995dbf83badfaffe6e29277.

[Reporting paper](<https://www.sota2.com/research/paper/68fa795b1e209131cea7d3ce.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ecc1e209131cea42365.md>)

[Implementation](<https://github.com/bighuang624/VoP>)

Recorded evaluation configuration: {"Backbone":"CLIP (ViT-B/16)","# Params (M)":"14.10"}. This record does not assert independent reproduction.

### VoP F+P

R@1: 47.1. Result ID: 6995dbf83badfaffe6e29276.

[Reporting paper](<https://www.sota2.com/research/paper/68fa795b1e209131cea7d3ce.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ecc1e209131cea42365.md>)

[Implementation](<https://github.com/bighuang624/VoP>)

Recorded evaluation configuration: {"Backbone":"CLIP (ViT-B/16)","# Params (M)":"0.4"}. This record does not assert independent reproduction.

### DiscoVLA

R@1: 47. Result ID: 6995dbf83badfaffe6e29273.

[Reporting paper](<https://www.sota2.com/research/paper/68fa795b1e209131cea7d3ce.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa795b1e209131cea7d3ce.md>)

[Implementation](<https://github.com/LunarShen/DsicoVLA>)

Recorded evaluation configuration: {"Backbone":"CLIP (ViT-B/32)","# Params (M)":"0.56"}. This record does not assert independent reproduction.

### RAP

R@1: 46.5. Result ID: 6995dbf83badfaffe6e29275.

[Reporting paper](<https://www.sota2.com/research/paper/68fa795b1e209131cea7d3ce.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa736d1e209131cea5c6eb.md>)

Recorded evaluation configuration: {"Backbone":"CLIP (ViT-B/16)","# Params (M)":"1.06"}. This record does not assert independent reproduction.

### TempMe

R@1: 46.1. Result ID: 6995dbf83badfaffe6e29272.

[Reporting paper](<https://www.sota2.com/research/paper/68fa795b1e209131cea7d3ce.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77641e209131cea72fbb.md>)

Recorded evaluation configuration: {"Backbone":"CLIP (ViT-B/32)","# Params (M)":"0.50"}. This record does not assert independent reproduction.

### MV-Adapter

R@1: 46. Result ID: 6995dbf83badfaffe6e29274.

[Reporting paper](<https://www.sota2.com/research/paper/68fa795b1e209131cea7d3ce.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea59017.md>)

Recorded evaluation configuration: {"Backbone":"CLIP (ViT-B/16)","# Params (M)":"3.6"}. This record does not assert independent reproduction.

### RAP

R@1: 44.8. Result ID: 6995dbf83badfaffe6e2926e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa795b1e209131cea7d3ce.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa736d1e209131cea5c6eb.md>)

Recorded evaluation configuration: {"Backbone":"CLIP (ViT-B/32)","# Params (M)":"1.06"}. This record does not assert independent reproduction.

### VoP F+C

R@1: 44.7. Result ID: 6995dbf83badfaffe6e29270.

[Reporting paper](<https://www.sota2.com/research/paper/68fa795b1e209131cea7d3ce.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ecc1e209131cea42365.md>)

[Implementation](<https://github.com/bighuang624/VoP>)

Recorded evaluation configuration: {"Backbone":"CLIP (ViT-B/32)","# Params (M)":"14.10"}. This record does not assert independent reproduction.

### DGL

R@1: 44.6. Result ID: 6995dbf83badfaffe6e29271.

[Reporting paper](<https://www.sota2.com/research/paper/68fa795b1e209131cea7d3ce.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71d91e209131cea53559.md>)

Recorded evaluation configuration: {"Backbone":"CLIP (ViT-B/32)","# Params (M)":"0.83"}. This record does not assert independent reproduction.

### LORA

R@1: 43.7. Result ID: 6995dbf83badfaffe6e2926d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa795b1e209131cea7d3ce.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b121e209131cea2bf59.md>)

[Implementation](<https://github.com/microsoft/LoRA>)

Recorded evaluation configuration: {"Backbone":"CLIP (ViT-B/32)","# Params (M)":"0.49"}. This record does not assert independent reproduction.

### VoP F+P

R@1: 43.5. Result ID: 6995dbf83badfaffe6e2926f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa795b1e209131cea7d3ce.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ecc1e209131cea42365.md>)

[Implementation](<https://github.com/bighuang624/VoP>)

Recorded evaluation configuration: {"Backbone":"CLIP (ViT-B/32)","# Params (M)":"0.4"}. This record does not assert independent reproduction.

### Full fine-tuning

R@1: 43.1. Result ID: 6995dbf83badfaffe6e2926a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa795b1e209131cea7d3ce.md>)

Recorded evaluation configuration: {"Backbone":"CLIP (ViT-B/32)","# Params (M)":"123.54"}. This record does not assert independent reproduction.

### Adapter

R@1: 41.9. Result ID: 6995dbf83badfaffe6e2926c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa795b1e209131cea7d3ce.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65e31e209131cea0d324.md>)

[Implementation](<https://github.com/google-research/adapter-bert>)

Recorded evaluation configuration: {"Backbone":"CLIP (ViT-B/32)","# Params (M)":"0.26"}. This record does not assert independent reproduction.

### Prompt

R@1: 40.4. Result ID: 6995dbf83badfaffe6e2926b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa795b1e209131cea7d3ce.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ef21e209131cea4311c.md>)

[Implementation](<https://github.com/muzairkhattak/multimodal-prompt-learning>)

Recorded evaluation configuration: {"Backbone":"CLIP (ViT-B/32)","# Params (M)":"0.08"}. This record does not assert independent reproduction.

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