# Image Classification on CIFAR-10 (test) (Accuracy Drop)

Source: [Image Classification on CIFAR-10 (test) (Accuracy Drop)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-test-accuracy-drop>)

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

Data updated: 2026-03-10T11:54:19.395Z

Evaluation of Image Classification performance on the CIFAR-10 test set, specifically reporting the drop in accuracy relative to a baseline or reference performance.

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 | Accuracy Drop |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 9 of 9 |
| 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 Drop](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-test-accuracy-drop.md?metric=Accuracy%20Drop>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Accuracy Drop | Result date | Report paper |
| --- | --- | --- | --- |
| ProAct | 1.42 | Not recorded | 68fa73891e209131cea5d0d0 |
| FitAct | 1.53 | Not recorded | 68fa73891e209131cea5d0d0 |
| ProAct | 1.88 | Not recorded | 68fa73891e209131cea5d0d0 |
| ProAct | 2.52 | Not recorded | 68fa73891e209131cea5d0d0 |
| FitAct | 2.61 | Not recorded | 68fa73891e209131cea5d0d0 |
| FT-ClipAct | 3.19 | Not recorded | 68fa73891e209131cea5d0d0 |
| FitAct | 4.34 | Not recorded | 68fa73891e209131cea5d0d0 |
| FT-ClipAct | 7.67 | Not recorded | 68fa73891e209131cea5d0d0 |
| FT-ClipAct | 9.09 | Not recorded | 68fa73891e209131cea5d0d0 |

### ProAct

Accuracy Drop: 1.42. Result ID: 69b0065a6dbb7075b959a3a6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73891e209131cea5d0d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73891e209131cea5d0d0.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-50","BER":"1E-6"}. This record does not assert independent reproduction.

### FitAct

Accuracy Drop: 1.53. Result ID: 69b0065a6dbb7075b959a3a5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73891e209131cea5d0d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b7c1e209131cea2e7c3.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-50","BER":"1E-6"}. This record does not assert independent reproduction.

### ProAct

Accuracy Drop: 1.88. Result ID: 69b0065a6dbb7075b959a3a3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73891e209131cea5d0d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73891e209131cea5d0d0.md>)

Recorded evaluation configuration: {"Backbone":"VGG-16","BER":"3E-6"}. This record does not assert independent reproduction.

### ProAct

Accuracy Drop: 2.52. Result ID: 69b0065a6dbb7075b959a3a0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73891e209131cea5d0d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73891e209131cea5d0d0.md>)

Recorded evaluation configuration: {"Backbone":"AlexNet","BER":"1E-6"}. This record does not assert independent reproduction.

### FitAct

Accuracy Drop: 2.61. Result ID: 69b0065a6dbb7075b959a3a2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73891e209131cea5d0d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b7c1e209131cea2e7c3.md>)

Recorded evaluation configuration: {"Backbone":"VGG-16","BER":"3E-6"}. This record does not assert independent reproduction.

### FT-ClipAct

Accuracy Drop: 3.19. Result ID: 69b0065a6dbb7075b959a3a1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73891e209131cea5d0d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66cb1e209131cea1255e.md>)

Recorded evaluation configuration: {"Backbone":"VGG-16","BER":"3E-6"}. This record does not assert independent reproduction.

### FitAct

Accuracy Drop: 4.34. Result ID: 69b0065a6dbb7075b959a39f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73891e209131cea5d0d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b7c1e209131cea2e7c3.md>)

Recorded evaluation configuration: {"Backbone":"AlexNet","BER":"1E-6"}. This record does not assert independent reproduction.

### FT-ClipAct

Accuracy Drop: 7.67. Result ID: 69b0065a6dbb7075b959a39e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73891e209131cea5d0d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66cb1e209131cea1255e.md>)

Recorded evaluation configuration: {"Backbone":"AlexNet","BER":"1E-6"}. This record does not assert independent reproduction.

### FT-ClipAct

Accuracy Drop: 9.09. Result ID: 69b0065a6dbb7075b959a3a4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73891e209131cea5d0d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66cb1e209131cea1255e.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-50","BER":"1E-6"}. This record does not assert independent reproduction.

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