# Metric correlation with human assessment of privacy leakage on Stanford Dogs (test)

Source: [Metric correlation with human assessment of privacy leakage on Stanford Dogs (test)](<https://www.sota2.com/research/sota/metric-correlation-with-human-assessment-of-privacy-leakage-on-stanford-dogs-test>)

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

Data updated: 2026-02-26T06:04:34.510Z

Evaluation of model performance on the Stanford Dogs test set using correlation metrics (Spearman's rho, Kendall's tau) to assess how well model outputs correlate with human judgments regarding privacy leakage.

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 | Metric correlation with human assessment of privacy leakage |
| Dataset (including any stated split) | Stanford Dogs (test) |
| Metric | Spearman Correlation |
| Unit | SCALAR |
| 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

- [Spearman Correlation](<https://www.sota2.com/research/sota/metric-correlation-with-human-assessment-of-privacy-leakage-on-stanford-dogs-test.md?metric=Spearman%20Correlation>): Higher is better; unit: SCALAR.

- [Kendall Correlation](<https://www.sota2.com/research/sota/metric-correlation-with-human-assessment-of-privacy-leakage-on-stanford-dogs-test.md?metric=Kendall%20Correlation>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Spearman Correlation | Result date | Report paper |
| --- | --- | --- | --- |
| SSIM | 0.4782 | Not recorded | 68fa70c91e209131cea4d1ad |
| PSNR | 0.4023 | Not recorded | 68fa70c91e209131cea4d1ad |
| MSE | -0.3968 | Not recorded | 68fa70c91e209131cea4d1ad |
| FID | -0.3969 | Not recorded | 68fa70c91e209131cea4d1ad |
| LPIPS | -0.5031 | Not recorded | 68fa70c91e209131cea4d1ad |
| SemSim | -0.712 | Not recorded | 68fa70c91e209131cea4d1ad |

### SSIM

Spearman Correlation: 0.4782. Result ID: 6991417e3a6c31484906d395.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70c91e209131cea4d1ad.md>)

Recorded evaluation configuration: {"Attack method":"InvGrad \[7\]","Evaluation basis":"Ranking of 14 target models"}. This record does not assert independent reproduction.

### PSNR

Spearman Correlation: 0.4023. Result ID: 6991417e3a6c31484906d393.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70c91e209131cea4d1ad.md>)

Recorded evaluation configuration: {"Attack method":"InvGrad \[7\]","Evaluation basis":"Ranking of 14 target models"}. This record does not assert independent reproduction.

### MSE

Spearman Correlation: -0.3968. Result ID: 6991417e3a6c31484906d394.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70c91e209131cea4d1ad.md>)

Recorded evaluation configuration: {"Attack method":"InvGrad \[7\]","Evaluation basis":"Ranking of 14 target models"}. This record does not assert independent reproduction.

### FID

Spearman Correlation: -0.3969. Result ID: 6991417e3a6c31484906d397.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70c91e209131cea4d1ad.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64081e209131cea02279.md>)

[Implementation](<https://github.com/bioinf-jku/TTUR>)

Recorded evaluation configuration: {"Attack method":"InvGrad \[7\]","Evaluation basis":"Ranking of 14 target models"}. This record does not assert independent reproduction.

### LPIPS

Spearman Correlation: -0.5031. Result ID: 6991417e3a6c31484906d396.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70c91e209131cea4d1ad.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64441e209131cea039ef.md>)

Recorded evaluation configuration: {"Attack method":"InvGrad \[7\]","Evaluation basis":"Ranking of 14 target models"}. This record does not assert independent reproduction.

### SemSim

Spearman Correlation: -0.712. Result ID: 6991417e3a6c31484906d398.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70c91e209131cea4d1ad.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70c91e209131cea4d1ad.md>)

[Implementation](<https://sites.google.com/view/semsim>)

Recorded evaluation configuration: {"Attack method":"InvGrad \[7\]","Evaluation basis":"Ranking of 14 target models","Training setup":"Leave-one-out on 4 other datasets"}. This record does not assert independent reproduction.

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