# Text Retrieval on MS-COCO zero-shot

Source: [Text Retrieval on MS-COCO zero-shot](<https://www.sota2.com/research/sota/text-retrieval-on-ms-coco-zero-shot>)

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

Data updated: 2026-02-26T05:59:29.013Z

Evaluation of Text Retrieval performance on the MS-COCO dataset under zero-shot conditions, measured using R@K metrics (R@1, R@5, R@10).

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 Retrieval |
| Dataset (including any stated split) | MS-COCO zero-shot |
| Metric | R@1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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-retrieval-on-ms-coco-zero-shot.md?metric=R%401>): Higher is better; unit: PERCENT.

- [R@5](<https://www.sota2.com/research/sota/text-retrieval-on-ms-coco-zero-shot.md?metric=R%405>): Higher is better; unit: PERCENT.

- [R@10](<https://www.sota2.com/research/sota/text-retrieval-on-ms-coco-zero-shot.md?metric=R%4010>): Higher is better; unit: PERCENT.

## Recorded results

| Method | R@1 | Result date | Report paper |
| --- | --- | --- | --- |
| CLIP-PGS | 36 | Not recorded | 68fa77961e209131cea742b2 |
| CLIP-PGS | 35.2 | Not recorded | 68fa77961e209131cea742b2 |
| CLIP | 34.6 | Not recorded | 68fa77961e209131cea742b2 |
| E-CLIP | 34.3 | Not recorded | 68fa77961e209131cea742b2 |
| A-CLIP | 33.7 | Not recorded | 68fa77961e209131cea742b2 |
| FLIP | 32.6 | Not recorded | 68fa77961e209131cea742b2 |

### CLIP-PGS

R@1: 36. Result ID: 6995483b3badfaffe63712f8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77961e209131cea742b2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77961e209131cea742b2.md>)

[Implementation](<https://github.com/NUST-Machine-Intelligence-Laboratory/CLIP-PGS>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot","Lower limit masking rate":0.3}. This record does not assert independent reproduction.

### CLIP-PGS

R@1: 35.2. Result ID: 6995483b3badfaffe63712f7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77961e209131cea742b2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77961e209131cea742b2.md>)

[Implementation](<https://github.com/NUST-Machine-Intelligence-Laboratory/CLIP-PGS>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot","Lower limit masking rate":0.5}. This record does not assert independent reproduction.

### CLIP

R@1: 34.6. Result ID: 6995483b3badfaffe63712f3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77961e209131cea742b2.md>)

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

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

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### E-CLIP

R@1: 34.3. Result ID: 6995483b3badfaffe63712f6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77961e209131cea742b2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73351e209131cea5b2c7.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### A-CLIP

R@1: 33.7. Result ID: 6995483b3badfaffe63712f5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77961e209131cea742b2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70c81e209131cea4d107.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### FLIP

R@1: 32.6. Result ID: 6995483b3badfaffe63712f4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77961e209131cea742b2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee41e209131cea42adf.md>)

[Implementation](<https://github.com/facebookresearch/flip>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction.

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