# Image Classification on STL10 (test) with Quality Metrics (MSE, PSNR, SSIM)

Source: [Image Classification on STL10 (test) with Quality Metrics (MSE, PSNR, SSIM)](<https://www.sota2.com/research/sota/image-classification-on-stl10-test-with-quality-metrics-mse-psnr-ssim>)

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

Data updated: 2026-02-26T05:51:03.133Z

Evaluation of Image Classification performance on the STL-10 test set, including standard accuracy alongside image quality metrics like MSE, PSNR, and SSIM.

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 Classification |
| Dataset (including any stated split) | STL10 (test) |
| Metric | MSE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 7 of 7 |
| 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

- [MSE](<https://www.sota2.com/research/sota/image-classification-on-stl10-test-with-quality-metrics-mse-psnr-ssim.md?metric=MSE>): Lower is better; unit: SCALAR.

- [PSNR](<https://www.sota2.com/research/sota/image-classification-on-stl10-test-with-quality-metrics-mse-psnr-ssim.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/image-classification-on-stl10-test-with-quality-metrics-mse-psnr-ssim.md?metric=SSIM>): Higher is better; unit: SCALAR.

- [Accuracy](<https://www.sota2.com/research/sota/image-classification-on-stl10-test-with-quality-metrics-mse-psnr-ssim.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | MSE | Result date | Report paper |
| --- | --- | --- | --- |
| Clean | 0.003 | Not recorded | 69438a9c423ea42265729513 |
| Dropout | 0.005 | Not recorded | 69438a9c423ea42265729513 |
| DNP | 0.023 | Not recorded | 69438a9c423ea42265729513 |
| InvL-DNP | 0.026 | Not recorded | 69438a9c423ea42265729513 |
| Prune | 0.028 | Not recorded | 69438a9c423ea42265729513 |
| GNP | 0.037 | Not recorded | 69438a9c423ea42265729513 |
| InvL-GNP | 0.04 | Not recorded | 69438a9c423ea42265729513 |

### Clean

MSE: 0.003. Result ID: 6999578e5698665ec4c2dc40.

[Reporting paper](<https://www.sota2.com/research/paper/69438a9c423ea42265729513.md>)

Recorded evaluation configuration: {"delta / lambda":null}. This record does not assert independent reproduction.

### Dropout

MSE: 0.005. Result ID: 6999578e5698665ec4c2dc42.

[Reporting paper](<https://www.sota2.com/research/paper/69438a9c423ea42265729513.md>)

Recorded evaluation configuration: {"delta / lambda":0.97}. This record does not assert independent reproduction.

### DNP

MSE: 0.023. Result ID: 6999578e5698665ec4c2dc43.

[Reporting paper](<https://www.sota2.com/research/paper/69438a9c423ea42265729513.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c7a1e209131cea342e4.md>)

[Implementation](<https://github.com/zlijingtao/ResSFL>)

Recorded evaluation configuration: {"delta / lambda":0.05}. This record does not assert independent reproduction.

### InvL-DNP

MSE: 0.026. Result ID: 6999578e5698665ec4c2dc44.

[Reporting paper](<https://www.sota2.com/research/paper/69438a9c423ea42265729513.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69438a9c423ea42265729513.md>)

Recorded evaluation configuration: {"delta / lambda":0.06}. This record does not assert independent reproduction.

### Prune

MSE: 0.028. Result ID: 6999578e5698665ec4c2dc41.

[Reporting paper](<https://www.sota2.com/research/paper/69438a9c423ea42265729513.md>)

Recorded evaluation configuration: {"delta / lambda":0.995}. This record does not assert independent reproduction.

### GNP

MSE: 0.037. Result ID: 6999578e5698665ec4c2dc45.

[Reporting paper](<https://www.sota2.com/research/paper/69438a9c423ea42265729513.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e5d1e209131cea3f611.md>)

Recorded evaluation configuration: {"delta / lambda":0.03}. This record does not assert independent reproduction.

### InvL-GNP

MSE: 0.04. Result ID: 6999578e5698665ec4c2dc46.

[Reporting paper](<https://www.sota2.com/research/paper/69438a9c423ea42265729513.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69438a9c423ea42265729513.md>)

Recorded evaluation configuration: {"delta / lambda":0.07}. This record does not assert independent reproduction.

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