# Image Classification on CIFAR-10 (test) (L-inf, Fog, Snow, Gabor Perturbations)

Source: [Image Classification on CIFAR-10 (test) (L-inf, Fog, Snow, Gabor Perturbations)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-test-l-inf-fog-snow-gabor-perturbations>)

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

Data updated: 2026-02-26T05:26:51.296Z

Evaluation of Image Classification performance on the CIFAR-10 test set, focusing on robustness against specific perturbations including L-infinity noise, weather effects (fog, snow), and geometric/compression distortions (gabor, elastic, jpeglinf).

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) | CIFAR-10 (test) |
| Metric | Acc (L-inf) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

- [Acc (L-inf)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-test-l-inf-fog-snow-gabor-perturbations.md?metric=Acc%20(L-inf)>): Higher is better; unit: PERCENT.

- [Acc (Fog)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-test-l-inf-fog-snow-gabor-perturbations.md?metric=Acc%20(Fog)>): Higher is better; unit: PERCENT.

- [Acc (Snow)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-test-l-inf-fog-snow-gabor-perturbations.md?metric=Acc%20(Snow)>): Higher is better; unit: PERCENT.

- [Acc (Gabor)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-test-l-inf-fog-snow-gabor-perturbations.md?metric=Acc%20(Gabor)>): Higher is better; unit: PERCENT.

- [Acc (Elastic)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-test-l-inf-fog-snow-gabor-perturbations.md?metric=Acc%20(Elastic)>): Higher is better; unit: PERCENT.

- [Acc (JPEG L-inf)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-test-l-inf-fog-snow-gabor-perturbations.md?metric=Acc%20(JPEG%20L-inf)>): Higher is better; unit: PERCENT.

- [Avg Acc (Robustness)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-test-l-inf-fog-snow-gabor-perturbations.md?metric=Avg%20Acc%20(Robustness)>): Higher is better; unit: PERCENT.

- [Robustness Score (Union)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-test-l-inf-fog-snow-gabor-perturbations.md?metric=Robustness%20Score%20(Union)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Acc (L-inf) | Result date | Report paper |
| --- | --- | --- | --- |
| MAX | 70.8 | Not recorded | 68fa74e71e209131cea6497f |
| E-AT | 58.5 | Not recorded | 68fa74e71e209131cea6497f |
| RAMP | 56.8 | Not recorded | 68fa74e71e209131cea6497f |

### MAX

Acc (L-inf): 70.8. Result ID: 69937eaf3a6c3148491658c3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74e71e209131cea6497f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d351e209131cea386bb.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction.

### E-AT

Acc (L-inf): 58.5. Result ID: 69937eaf3a6c3148491658c2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74e71e209131cea6497f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d351e209131cea386bb.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction.

### RAMP

Acc (L-inf): 56.8. Result ID: 69937eaf3a6c3148491658c4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74e71e209131cea6497f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74e71e209131cea6497f.md>)

[Implementation](<https://github.com/uiuc-focal-lab/RAMP>)

Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.