# Spearman Rank Correlation with Retrieval on MS-COCO 2014 and Flickr30k

Source: [Spearman Rank Correlation with Retrieval on MS-COCO 2014 and Flickr30k](<https://www.sota2.com/research/sota/spearman-rank-correlation-with-retrieval-on-ms-coco-2014-and-flickr30k>)

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

Data updated: 2026-06-04T12:29:53.682Z

Evaluation of retrieval performance across the natural domain MS-COCO 2014 and Flickr30k datasets, measured using Spearman rank correlation.

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 | Spearman rank correlation with retrieval |
| Dataset (including any stated split) | Natural Domain MS-COCO 2014, Flickr30k |
| Metric | Spearman Correlation |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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

- [Spearman Correlation](<https://www.sota2.com/research/sota/spearman-rank-correlation-with-retrieval-on-ms-coco-2014-and-flickr30k.md?metric=Spearman%20Correlation>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Spearman Correlation | Result date | Report paper |
| --- | --- | --- | --- |
| CORAL | 0.085 | Not recorded | 6a2106fec10484bac23f074d |
| ΔSAS | 0.074 | Not recorded | 6a2106fec10484bac23f074d |
| MMD | -0.042 | Not recorded | 6a2106fec10484bac23f074d |
| RMG | -0.259 | Not recorded | 6a2106fec10484bac23f074d |
| CKA | -0.426 | Not recorded | 6a2106fec10484bac23f074d |
| S\_{Y \\rightarrow X} | -0.439 | Not recorded | 6a2106fec10484bac23f074d |
| S\_{X \\rightarrow Y} | -0.531 | Not recorded | 6a2106fec10484bac23f074d |
| SAS | -0.54 | Not recorded | 6a2106fec10484bac23f074d |
| SVCCA | -0.683 | Not recorded | 6a2106fec10484bac23f074d |

### CORAL

Spearman Correlation: 0.085. Result ID: 6a216f55fbc373592c1e913c.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106fec10484bac23f074d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62991e209131ce9fa0ca.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### ΔSAS

Spearman Correlation: 0.074. Result ID: 6a216f55fbc373592c1e913f.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106fec10484bac23f074d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2106fec10484bac23f074d.md>)

Recorded evaluation configuration: {"Spectral Depth (q)":"0.1"}. This record does not assert independent reproduction.

### MMD

Spearman Correlation: -0.042. Result ID: 6a216f55fbc373592c1e913e.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106fec10484bac23f074d.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### RMG

Spearman Correlation: -0.259. Result ID: 6a216f55fbc373592c1e9140.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106fec10484bac23f074d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78031e209131cea76540.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### CKA

Spearman Correlation: -0.426. Result ID: 6a216f55fbc373592c1e913b.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106fec10484bac23f074d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5ee91e209131ce9e6306.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### S\_{Y \\rightarrow X}

Spearman Correlation: -0.439. Result ID: 6a216f55fbc373592c1e9138.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106fec10484bac23f074d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2106fec10484bac23f074d.md>)

Recorded evaluation configuration: {"Spectral Depth (q)":"0.1"}. This record does not assert independent reproduction.

### S\_{X \\rightarrow Y}

Spearman Correlation: -0.531. Result ID: 6a216f55fbc373592c1e913a.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106fec10484bac23f074d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2106fec10484bac23f074d.md>)

Recorded evaluation configuration: {"Spectral Depth (q)":"0.1"}. This record does not assert independent reproduction.

### SAS

Spearman Correlation: -0.54. Result ID: 6a216f55fbc373592c1e9139.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106fec10484bac23f074d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2106fec10484bac23f074d.md>)

Recorded evaluation configuration: {"Spectral Depth (q)":"0.1"}. This record does not assert independent reproduction.

### SVCCA

Spearman Correlation: -0.683. Result ID: 6a216f55fbc373592c1e913d.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106fec10484bac23f074d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63d41e209131cea010ce.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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