# Robust Image Retrieval on RoCOCO Danger

Source: [Robust Image Retrieval on RoCOCO Danger](<https://www.sota2.com/research/sota/robust-image-retrieval-on-rococo-danger>)

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

Data updated: 2026-06-08T08:02:52.527Z

Evaluation of Robust Image Retrieval performance on the RoCOCO Danger dataset, measured using R@1, drop rate, and RSMS.

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 | Robust Image Retrieval |
| Dataset (including any stated split) | RoCOCO Danger |
| Metric | R@1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 2 of 2 |
| 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/robust-image-retrieval-on-rococo-danger.md?metric=R%401>): Higher is better; unit: PERCENT.

- [Drop Rate](<https://www.sota2.com/research/sota/robust-image-retrieval-on-rococo-danger.md?metric=Drop%20Rate>): Lower is better; unit: PERCENT.

- [RSMS](<https://www.sota2.com/research/sota/robust-image-retrieval-on-rococo-danger.md?metric=RSMS>): Higher is better; unit: PERCENT.

## Recorded results

| Method | R@1 | Result date | Report paper |
| --- | --- | --- | --- |
| TEVI | 27.12 | Not recorded | 6a264cb090966ade919beb8d |
| CLIP | 22.92 | Not recorded | 6a264cb090966ade919beb8d |

### TEVI

R@1: 27.12. Result ID: 6a267728fbc373592c23186f.

[Reporting paper](<https://www.sota2.com/research/paper/6a264cb090966ade919beb8d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a264cb090966ade919beb8d.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction.

### CLIP

R@1: 22.92. Result ID: 6a267728fbc373592c23186e.

[Reporting paper](<https://www.sota2.com/research/paper/6a264cb090966ade919beb8d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69581e209131cea21ad0.md>)

[Implementation](<https://github.com/OpenAI/CLIP>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction.

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