# Image Classification on CIFAR-10 (Accuracy and GRR)

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

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

Data updated: 2026-06-19T06:42:59.115Z

Evaluation of standard Image Classification performance on CIFAR-10, reporting primary classification Accuracy and the GRR metric.

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 |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-accuracy-and-grr.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [GRR](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-accuracy-and-grr.md?metric=GRR>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| DiverseDistill | 98.1 | Not recorded | 68fa73361e209131cea5b314 |
| DiverseDistill | 98 | Not recorded | 68fa73361e209131cea5b314 |
| FD | 97.97 | Not recorded | 68fa73361e209131cea5b314 |
| SCKD | 97.96 | Not recorded | 68fa73361e209131cea5b314 |
| LD | 97.95 | Not recorded | 68fa73361e209131cea5b314 |
| SCKD | 97.94 | Not recorded | 68fa73361e209131cea5b314 |
| FD | 97.87 | Not recorded | 68fa73361e209131cea5b314 |
| LD | 97.59 | Not recorded | 68fa73361e209131cea5b314 |

### DiverseDistill

Accuracy: 98.1. Result ID: 6a34e4bbfbc373592c3198f7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73361e209131cea5b314.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73361e209131cea5b314.md>)

Recorded evaluation configuration: {"Teacher":"CLIP"}. This record does not assert independent reproduction.

### DiverseDistill

Accuracy: 98. Result ID: 6a34e4bbfbc373592c3198f8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73361e209131cea5b314.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73361e209131cea5b314.md>)

Recorded evaluation configuration: {"Teacher":"ViT\_L"}. This record does not assert independent reproduction.

### FD

Accuracy: 97.97. Result ID: 6a34e4bbfbc373592c3198f4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73361e209131cea5b314.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa705a1e209131cea4a87d.md>)

Recorded evaluation configuration: {"Teacher":"ViT\_L"}. This record does not assert independent reproduction.

### SCKD

Accuracy: 97.96. Result ID: 6a34e4bbfbc373592c3198f6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73361e209131cea5b314.md>)

Recorded evaluation configuration: {"Teacher":"ViT\_L"}. This record does not assert independent reproduction.

### LD

Accuracy: 97.95. Result ID: 6a34e4bbfbc373592c3198f2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73361e209131cea5b314.md>)

Recorded evaluation configuration: {"Teacher":"ViT\_L"}. This record does not assert independent reproduction.

### SCKD

Accuracy: 97.94. Result ID: 6a34e4bbfbc373592c3198f5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73361e209131cea5b314.md>)

Recorded evaluation configuration: {"Teacher":"CLIP"}. This record does not assert independent reproduction.

### FD

Accuracy: 97.87. Result ID: 6a34e4bbfbc373592c3198f3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73361e209131cea5b314.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa705a1e209131cea4a87d.md>)

Recorded evaluation configuration: {"Teacher":"CLIP"}. This record does not assert independent reproduction.

### LD

Accuracy: 97.59. Result ID: 6a34e4bbfbc373592c3198f1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73361e209131cea5b314.md>)

Recorded evaluation configuration: {"Teacher":"CLIP"}. This record does not assert independent reproduction.

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