# Image Classification on CIFAR100 Corrupt

Source: [Image Classification on CIFAR100 Corrupt](<https://www.sota2.com/research/sota/image-classification-on-cifar100-corrupt>)

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

Data updated: 2026-06-23T10:14:23.811Z

Evaluation of Image Classification performance on the CIFAR-100 dataset subjected to corruption.

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) | CIFAR100 Corrupt |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 15 of 15 |
| 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-cifar100-corrupt.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| CE | 50.71 | Not recorded | 68fa76a61e209131cea6e28f |
| LN | 50.7 | Not recorded | 68fa76a61e209131cea6e28f |
| CE | 50.27 | Not recorded | 68fa76a61e209131cea6e28f |
| LN | 49.9 | Not recorded | 68fa76a61e209131cea6e28f |
| HEM- | 49.84 | Not recorded | 68fa76a61e209131cea6e28f |
| HEM- | 49.22 | Not recorded | 68fa76a61e209131cea6e28f |
| MM | 45.95 | Not recorded | 68fa76a61e209131cea6e28f |
| MM | 45.2 | Not recorded | 68fa76a61e209131cea6e28f |
| DICE | 44.81 | Not recorded | 68fa76a61e209131cea6e28f |
| HEM- | 33.33 | Not recorded | 68fa76a61e209131cea6e28f |
| LN | 33.11 | Not recorded | 68fa76a61e209131cea6e28f |
| CE | 32.31 | Not recorded | 68fa76a61e209131cea6e28f |
| MM | 26.17 | Not recorded | 68fa76a61e209131cea6e28f |
| DICE | 15.35 | Not recorded | 68fa76a61e209131cea6e28f |
| DICE | 2.03 | Not recorded | 68fa76a61e209131cea6e28f |

### CE

Accuracy: 50.71. Result ID: 6a3a5c6dfbc373592c3693a3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76a61e209131cea6e28f.md>)

Recorded evaluation configuration: {"Backbone":"PARN18"}. This record does not assert independent reproduction.

### LN

Accuracy: 50.7. Result ID: 6a3a5c6dfbc373592c3693a4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76a61e209131cea6e28f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cd61e209131cea36201.md>)

Recorded evaluation configuration: {"Backbone":"PARN18"}. This record does not assert independent reproduction.

### CE

Accuracy: 50.27. Result ID: 6a3a5c6dfbc373592c36939e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76a61e209131cea6e28f.md>)

Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction.

### LN

Accuracy: 49.9. Result ID: 6a3a5c6dfbc373592c36939f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76a61e209131cea6e28f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cd61e209131cea36201.md>)

Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction.

### HEM-

Accuracy: 49.84. Result ID: 6a3a5c6dfbc373592c3693a7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76a61e209131cea6e28f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76a61e209131cea6e28f.md>)

Recorded evaluation configuration: {"Backbone":"PARN18"}. This record does not assert independent reproduction.

### HEM-

Accuracy: 49.22. Result ID: 6a3a5c6dfbc373592c3693a2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76a61e209131cea6e28f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76a61e209131cea6e28f.md>)

Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction.

### MM

Accuracy: 45.95. Result ID: 6a3a5c6dfbc373592c3693a6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76a61e209131cea6e28f.md>)

Recorded evaluation configuration: {"Backbone":"PARN18"}. This record does not assert independent reproduction.

### MM

Accuracy: 45.2. Result ID: 6a3a5c6dfbc373592c3693a1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76a61e209131cea6e28f.md>)

Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction.

### DICE

Accuracy: 44.81. Result ID: 6a3a5c6dfbc373592c3693a0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76a61e209131cea6e28f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62831e209131ce9f9c4a.md>)

[Implementation](<https://github.com/faustomilletari/VNet>)

Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction.

### HEM-

Accuracy: 33.33. Result ID: 6a3a5c6dfbc373592c36939d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76a61e209131cea6e28f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76a61e209131cea6e28f.md>)

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

### LN

Accuracy: 33.11. Result ID: 6a3a5c6dfbc373592c36939a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76a61e209131cea6e28f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cd61e209131cea36201.md>)

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

### CE

Accuracy: 32.31. Result ID: 6a3a5c6dfbc373592c369399.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76a61e209131cea6e28f.md>)

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

### MM

Accuracy: 26.17. Result ID: 6a3a5c6dfbc373592c36939c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76a61e209131cea6e28f.md>)

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

### DICE

Accuracy: 15.35. Result ID: 6a3a5c6dfbc373592c3693a5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76a61e209131cea6e28f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62831e209131ce9f9c4a.md>)

[Implementation](<https://github.com/faustomilletari/VNet>)

Recorded evaluation configuration: {"Backbone":"PARN18"}. This record does not assert independent reproduction.

### DICE

Accuracy: 2.03. Result ID: 6a3a5c6dfbc373592c36939b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76a61e209131cea6e28f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62831e209131ce9f9c4a.md>)

[Implementation](<https://github.com/faustomilletari/VNet>)

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

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