# Image Classification on STL10 (test) with Compression Analysis

Source: [Image Classification on STL10 (test) with Compression Analysis](<https://www.sota2.com/research/sota/image-classification-on-stl10-test-with-compression-analysis>)

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

Data updated: 2026-02-26T05:34:36.209Z

Evaluation of Image Classification performance on the STL-10 test set, specifically measuring the decrease in accuracy and compression gains achieved by the evaluated method.

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 | Accuracy Decrease |
| 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

- [Accuracy Decrease](<https://www.sota2.com/research/sota/image-classification-on-stl10-test-with-compression-analysis.md?metric=Accuracy%20Decrease>): Lower is better; unit: SCALAR.

- [Compression Factor](<https://www.sota2.com/research/sota/image-classification-on-stl10-test-with-compression-analysis.md?metric=Compression%20Factor>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Accuracy Decrease | Result date | Report paper |
| --- | --- | --- | --- |
| PNG | 0 | Not recorded | 68fa58e81e209131ce9b236d |
| BINCE | 0 | Not recorded | 68fa58e81e209131ce9b236d |
| JPEG | 0.7 | Not recorded | 68fa58e81e209131ce9b236d |
| WebP | 1.1 | Not recorded | 68fa58e81e209131ce9b236d |
| VIC | 16.1 | Not recorded | 68fa58e81e209131ce9b236d |
| VC | 21 | Not recorded | 68fa58e81e209131ce9b236d |
| VIC | 25.1 | Not recorded | 68fa58e81e209131ce9b236d |

### PNG

Accuracy Decrease: 0. Result ID: 698ba53a7a967eddb7704b23.

[Reporting paper](<https://www.sota2.com/research/paper/68fa58e81e209131ce9b236d.md>)

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

### BINCE

Accuracy Decrease: 0. Result ID: 698ba53a7a967eddb7704b29.

[Reporting paper](<https://www.sota2.com/research/paper/68fa58e81e209131ce9b236d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa58e81e209131ce9b236d.md>)

[Implementation](<https://www.sota2.com/github.com/YannDubs/lossyless>)

Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction.

### JPEG

Accuracy Decrease: 0.7. Result ID: 698ba53a7a967eddb7704b24.

[Reporting paper](<https://www.sota2.com/research/paper/68fa58e81e209131ce9b236d.md>)

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

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

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

### WebP

Accuracy Decrease: 1.1. Result ID: 698ba53a7a967eddb7704b25.

[Reporting paper](<https://www.sota2.com/research/paper/68fa58e81e209131ce9b236d.md>)

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

### VIC

Accuracy Decrease: 16.1. Result ID: 698ba53a7a967eddb7704b28.

[Reporting paper](<https://www.sota2.com/research/paper/68fa58e81e209131ce9b236d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa58e81e209131ce9b236d.md>)

[Implementation](<https://www.sota2.com/github.com/YannDubs/lossyless>)

Recorded evaluation configuration: {"Prediction source":"Representation (Z)","Backbone":"ResNet18"}. This record does not assert independent reproduction.

### VC

Accuracy Decrease: 21. Result ID: 698ba53a7a967eddb7704b26.

[Reporting paper](<https://www.sota2.com/research/paper/68fa58e81e209131ce9b236d.md>)

Recorded evaluation configuration: {"Prediction source":"Reconstruction (X hat)","Backbone":"ResNet18"}. This record does not assert independent reproduction.

### VIC

Accuracy Decrease: 25.1. Result ID: 698ba53a7a967eddb7704b27.

[Reporting paper](<https://www.sota2.com/research/paper/68fa58e81e209131ce9b236d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa58e81e209131ce9b236d.md>)

[Implementation](<https://www.sota2.com/github.com/YannDubs/lossyless>)

Recorded evaluation configuration: {"Prediction source":"Reconstruction (X hat)","Backbone":"ResNet18"}. This record does not assert independent reproduction.

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