# Image-Text Retrieval on N-COCO

Source: [Image-Text Retrieval on N-COCO](<https://www.sota2.com/research/sota/image-text-retrieval-on-n-coco>)

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

Data updated: 2026-03-24T14:15:09.950Z

Evaluation of bidirectional Image-Text Retrieval performance on the N-COCO dataset, measured using R@K metrics (R@1, R@2, R@3).

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 | Image-Text Retrieval |
| Dataset (including any stated split) | N-COCO |
| Metric | R@1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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/image-text-retrieval-on-n-coco.md?metric=R%401>): Higher is better; unit: PERCENT.

- [R@2](<https://www.sota2.com/research/sota/image-text-retrieval-on-n-coco.md?metric=R%402>): Higher is better; unit: PERCENT.

- [R@3](<https://www.sota2.com/research/sota/image-text-retrieval-on-n-coco.md?metric=R%403>): Higher is better; unit: PERCENT.

## Recorded results

| Method | R@1 | Result date | Report paper |
| --- | --- | --- | --- |
| Steering | 80 | Not recorded | 69c21a5c0636e5bf4afc45ce |
| CLIP | 60 | Not recorded | 69c21a5c0636e5bf4afc45ce |
| NegCLIP | 50 | Not recorded | 69c21a5c0636e5bf4afc45ce |
| CLIP-CC12M | 50 | Not recorded | 69c21a5c0636e5bf4afc45ce |
| ConCLIP | 0 | Not recorded | 69c21a5c0636e5bf4afc45ce |

### Steering

R@1: 80. Result ID: 69c29af347f34ce924ab2711.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a5c0636e5bf4afc45ce.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c21a5c0636e5bf4afc45ce.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B/32"}. This record does not assert independent reproduction.

### CLIP

R@1: 60. Result ID: 69c29af347f34ce924ab270e.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a5c0636e5bf4afc45ce.md>)

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

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

Recorded evaluation configuration: {"Backbone":"ViT-B/32"}. This record does not assert independent reproduction.

### NegCLIP

R@1: 50. Result ID: 69c29af347f34ce924ab270f.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a5c0636e5bf4afc45ce.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee31e209131cea42a7d.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B/32"}. This record does not assert independent reproduction.

### CLIP-CC12M

R@1: 50. Result ID: 69c29af347f34ce924ab2710.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a5c0636e5bf4afc45ce.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78841e209131cea78cb8.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B/32"}. This record does not assert independent reproduction.

### ConCLIP

R@1: 0. Result ID: 69c29af347f34ce924ab2712.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a5c0636e5bf4afc45ce.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B/32"}. This record does not assert independent reproduction.

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