# Image Classification on CIFAR-100 (test) (Standard and Robust Accuracy)

Source: [Image Classification on CIFAR-100 (test) (Standard and Robust Accuracy)](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-test-standard-and-robust-accuracy>)

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

Data updated: 2026-02-26T06:04:45.263Z

Evaluation of Image Classification performance on the CIFAR-100 test set, reporting both standard accuracy and a general measure of robustness accuracy.

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-100 (test) |
| Metric | Standard Accuracy |
| Unit | PERCENT |
| Direction | Higher 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

- [Standard Accuracy](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-test-standard-and-robust-accuracy.md?metric=Standard%20Accuracy>): Higher is better; unit: PERCENT.

- [Robust Accuracy](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-test-standard-and-robust-accuracy.md?metric=Robust%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Standard Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Wang et al. | 75.22 | Not recorded | 68fa71671e209131cea5138a |
| Wang et al. | 72.58 | Not recorded | 68fa71671e209131cea5138a |
| Debenedetti et al. | 70.76 | Not recorded | 68fa71671e209131cea5138a |
| Debenedetti et al. | 69.21 | Not recorded | 68fa71671e209131cea5138a |
| Gowal et al. | 69.15 | Not recorded | 68fa71671e209131cea5138a |
| Pang et al. | 65.56 | Not recorded | 68fa71671e209131cea5138a |
| Pang et al. | 63.66 | Not recorded | 68fa71671e209131cea5138a |
| Rebuffi et al. | 63.56 | Not recorded | 68fa71671e209131cea5138a |
| Rebuffi et al. | 62.41 | Not recorded | 68fa71671e209131cea5138a |

### Wang et al.

Standard Accuracy: 75.22. Result ID: 6991ce3f3a6c3148490ab2ae.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71671e209131cea5138a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71551e209131cea5091d.md>)

Recorded evaluation configuration: {"Classifier":"WideResNet-70-16","Extra data":false}. This record does not assert independent reproduction.

### Wang et al.

Standard Accuracy: 72.58. Result ID: 6991ce3f3a6c3148490ab2ab.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71671e209131cea5138a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71551e209131cea5091d.md>)

Recorded evaluation configuration: {"Classifier":"WideResNet-28-10","Extra data":false}. This record does not assert independent reproduction.

### Debenedetti et al.

Standard Accuracy: 70.76. Result ID: 6991ce3f3a6c3148490ab2a7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71671e209131cea5138a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e741e209131cea3ff08.md>)

Recorded evaluation configuration: {"Classifier":"XCIT-L12","Extra data":true}. This record does not assert independent reproduction.

### Debenedetti et al.

Standard Accuracy: 69.21. Result ID: 6991ce3f3a6c3148490ab2a6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71671e209131cea5138a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e741e209131cea3ff08.md>)

Recorded evaluation configuration: {"Classifier":"XCIT-M12","Extra data":true}. This record does not assert independent reproduction.

### Gowal et al.

Standard Accuracy: 69.15. Result ID: 6991ce3f3a6c3148490ab2a8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71671e209131cea5138a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69981e209131cea22f05.md>)

Recorded evaluation configuration: {"Classifier":"WideResNet-70-16","Extra data":true}. This record does not assert independent reproduction.

### Pang et al.

Standard Accuracy: 65.56. Result ID: 6991ce3f3a6c3148490ab2ac.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71671e209131cea5138a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cbf1e209131cea35c31.md>)

Recorded evaluation configuration: {"Classifier":"WideResNet-70-16","Extra data":false}. This record does not assert independent reproduction.

### Pang et al.

Standard Accuracy: 63.66. Result ID: 6991ce3f3a6c3148490ab2a9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71671e209131cea5138a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cbf1e209131cea35c31.md>)

Recorded evaluation configuration: {"Classifier":"WideResNet-28-10","Extra data":false}. This record does not assert independent reproduction.

### Rebuffi et al.

Standard Accuracy: 63.56. Result ID: 6991ce3f3a6c3148490ab2ad.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71671e209131cea5138a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b121e209131cea2bf2a.md>)

Recorded evaluation configuration: {"Classifier":"WideResNet-70-16","Extra data":false}. This record does not assert independent reproduction.

### Rebuffi et al.

Standard Accuracy: 62.41. Result ID: 6991ce3f3a6c3148490ab2aa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71671e209131cea5138a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b121e209131cea2bf2a.md>)

Recorded evaluation configuration: {"Classifier":"WideResNet-28-10","Extra data":false}. This record does not assert independent reproduction.

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