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

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

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

Data updated: 2026-02-26T06:04:38.171Z

Evaluation of model performance on the Imagenette 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) | Imagenette (test) |
| Metric | Spearman's Rho |
| 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's Rho](<https://www.sota2.com/research/sota/metric-correlation-with-human-assessment-of-privacy-leakage-on-imagenette-test.md?metric=Spearman%27s%20Rho>): Higher is better; unit: SCALAR.

- [Kendall's Tau](<https://www.sota2.com/research/sota/metric-correlation-with-human-assessment-of-privacy-leakage-on-imagenette-test.md?metric=Kendall%27s%20Tau>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Spearman's Rho | Result date | Report paper |
| --- | --- | --- | --- |
| SSIM | 0.6433 | Not recorded | 68fa70c91e209131cea4d1ad |
| PSNR | 0.5382 | Not recorded | 68fa70c91e209131cea4d1ad |
| FID | -0.4791 | Not recorded | 68fa70c91e209131cea4d1ad |
| MSE | -0.6395 | Not recorded | 68fa70c91e209131cea4d1ad |
| LPIPS | -0.6539 | Not recorded | 68fa70c91e209131cea4d1ad |
| SemSim | -0.8257 | Not recorded | 68fa70c91e209131cea4d1ad |

### SSIM

Spearman's Rho: 0.6433. Result ID: 6991417e3a6c31484906d389.

[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's Rho: 0.5382. Result ID: 6991417e3a6c31484906d387.

[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's Rho: -0.4791. Result ID: 6991417e3a6c31484906d38b.

[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.

### MSE

Spearman's Rho: -0.6395. Result ID: 6991417e3a6c31484906d388.

[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.

### LPIPS

Spearman's Rho: -0.6539. Result ID: 6991417e3a6c31484906d38a.

[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's Rho: -0.8257. Result ID: 6991417e3a6c31484906d38c.

[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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