# Image Classification on CIFAR-10 (test) (Accuracy and Confidence)

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

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

Data updated: 2026-02-26T05:33:10.479Z

Evaluation of Image Classification model performance on the CIFAR-10 test set, reporting standard test accuracy and a confidence 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 (test) |
| 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-test-accuracy-and-confidence.md?metric=Accuracy>): Higher is better; unit: PERCENT.

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

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| F-EDL | 91.19 | Not recorded | 68fa7c521e209131cea8d8a2 |
| DAEDL | 91.11 | Not recorded | 68fa7c521e209131cea8d8a2 |
| R-EDL | 90.09 | Not recorded | 68fa7c521e209131cea8d8a2 |
| DUQ | 89.33 | Not recorded | 68fa7c521e209131cea8d8a2 |
| I-EDL | 89.2 | Not recorded | 68fa7c521e209131cea8d8a2 |
| PostNet | 84.85 | Not recorded | 68fa7c521e209131cea8d8a2 |
| EDL | 83.55 | Not recorded | 68fa7c521e209131cea8d8a2 |
| Dropout | 82.84 | Not recorded | 68fa7c521e209131cea8d8a2 |

### F-EDL

Accuracy: 91.19. Result ID: 699cde2e5698665ec47ee5f3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c521e209131cea8d8a2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c521e209131cea8d8a2.md>)

Recorded evaluation configuration: {"Architecture":"VGG-16","Setting":"Classical"}. This record does not assert independent reproduction.

### DAEDL

Accuracy: 91.11. Result ID: 699cde2e5698665ec47ee5f2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c521e209131cea8d8a2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c231e209131cea8ca2a.md>)

Recorded evaluation configuration: {"Architecture":"VGG-16","Setting":"Classical"}. This record does not assert independent reproduction.

### R-EDL

Accuracy: 90.09. Result ID: 699cde2e5698665ec47ee5f1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c521e209131cea8d8a2.md>)

Recorded evaluation configuration: {"Architecture":"VGG-16","Setting":"Classical"}. This record does not assert independent reproduction.

### DUQ

Accuracy: 89.33. Result ID: 699cde2e5698665ec47ee5ee.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c521e209131cea8d8a2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67d31e209131cea18ba5.md>)

Recorded evaluation configuration: {"Architecture":"VGG-16","Setting":"Classical"}. This record does not assert independent reproduction.

### I-EDL

Accuracy: 89.2. Result ID: 699cde2e5698665ec47ee5f0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c521e209131cea8d8a2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fec1e209131cea482db.md>)

Recorded evaluation configuration: {"Architecture":"VGG-16","Setting":"Classical"}. This record does not assert independent reproduction.

### PostNet

Accuracy: 84.85. Result ID: 699cde2e5698665ec47ee5ed.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c521e209131cea8d8a2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68a21e209131cea1d480.md>)

Recorded evaluation configuration: {"Architecture":"VGG-16","Setting":"Classical"}. This record does not assert independent reproduction.

### EDL

Accuracy: 83.55. Result ID: 699cde2e5698665ec47ee5ef.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c521e209131cea8d8a2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65021e209131cea07d7f.md>)

Recorded evaluation configuration: {"Architecture":"VGG-16","Setting":"Classical"}. This record does not assert independent reproduction.

### Dropout

Accuracy: 82.84. Result ID: 699cde2e5698665ec47ee5ec.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c521e209131cea8d8a2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62d31e209131ce9fb5ff.md>)

Recorded evaluation configuration: {"Architecture":"VGG-16","Setting":"Classical"}. This record does not assert independent reproduction.

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