# Image Classification on CIFAR100 (test) (ACC, MALT, DIFF)

Source: [Image Classification on CIFAR100 (test) (ACC, MALT, DIFF)](<https://www.sota2.com/research/sota/image-classification-on-cifar100-test-acc-malt-diff>)

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

Data updated: 2026-02-26T05:26:44.786Z

Evaluation of standard Image Classification performance on the CIFAR-100 test set, reporting Accuracy (ACC.), MALT, and DIFF metrics.

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 (test) |
| Metric | Acc |
| 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

- [Acc](<https://www.sota2.com/research/sota/image-classification-on-cifar100-test-acc-malt-diff.md?metric=Acc>): Higher is better; unit: PERCENT.

- [MALT](<https://www.sota2.com/research/sota/image-classification-on-cifar100-test-acc-malt-diff.md?metric=MALT>): Higher is better; unit: PERCENT.

- [SOTA Score](<https://www.sota2.com/research/sota/image-classification-on-cifar100-test-acc-malt-diff.md?metric=SOTA%20Score>): Higher is better; unit: SCALAR.

- [Difference](<https://www.sota2.com/research/sota/image-classification-on-cifar100-test-acc-malt-diff.md?metric=Difference>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Acc | Result date | Report paper |
| --- | --- | --- | --- |
| MALT | 75.22 | Not recorded | 68fa73e61e209131cea5ec64 |
| AutoAttack | 75.22 | Not recorded | 68fa73e61e209131cea5ec64 |
| MALT | 73.83 | Not recorded | 68fa73e61e209131cea5ec64 |
| AutoAttack | 73.83 | Not recorded | 68fa73e61e209131cea5ec64 |
| MALT | 72.58 | Not recorded | 68fa73e61e209131cea5ec64 |
| AutoAttack | 72.58 | Not recorded | 68fa73e61e209131cea5ec64 |
| MALT | 69.15 | Not recorded | 68fa73e61e209131cea5ec64 |
| AutoAttack | 69.15 | Not recorded | 68fa73e61e209131cea5ec64 |

### MALT

Acc: 75.22. Result ID: 699324863a6c314849140195.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73e61e209131cea5ec64.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73e61e209131cea5ec64.md>)

[Implementation](<https://github.com/odeliamel/MALT>)

Recorded evaluation configuration: {"Backbone":"WRN-70-16","Backbone Citation":"\[WANG ET AL., 2023\]","Speed-up":"x 3.87 ±0.08"}. This record does not assert independent reproduction.

### AutoAttack

Acc: 75.22. Result ID: 699324863a6c314849140196.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73e61e209131cea5ec64.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68181e209131cea1a311.md>)

Recorded evaluation configuration: {"Backbone":"WRN-70-16","Backbone Citation":"\[WANG ET AL., 2023\]"}. This record does not assert independent reproduction.

### MALT

Acc: 73.83. Result ID: 699324863a6c314849140197.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73e61e209131cea5ec64.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73e61e209131cea5ec64.md>)

[Implementation](<https://github.com/odeliamel/MALT>)

Recorded evaluation configuration: {"Backbone":"WRN-28-10","Backbone Citation":"\[CUI ET AL., 2023\]","Speed-up":"x 3.43 ±0.08"}. This record does not assert independent reproduction.

### AutoAttack

Acc: 73.83. Result ID: 699324863a6c314849140198.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73e61e209131cea5ec64.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68181e209131cea1a311.md>)

Recorded evaluation configuration: {"Backbone":"WRN-28-10","Backbone Citation":"\[CUI ET AL., 2023\]"}. This record does not assert independent reproduction.

### MALT

Acc: 72.58. Result ID: 699324863a6c314849140193.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73e61e209131cea5ec64.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73e61e209131cea5ec64.md>)

[Implementation](<https://github.com/odeliamel/MALT>)

Recorded evaluation configuration: {"Backbone":"WRN-28-10","Backbone Citation":"\[WANG ET AL., 2023\]","Speed-up":"x 3.36 ±0.18"}. This record does not assert independent reproduction.

### AutoAttack

Acc: 72.58. Result ID: 699324863a6c314849140194.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73e61e209131cea5ec64.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68181e209131cea1a311.md>)

Recorded evaluation configuration: {"Backbone":"WRN-28-10","Backbone Citation":"\[WANG ET AL., 2023\]"}. This record does not assert independent reproduction.

### MALT

Acc: 69.15. Result ID: 699324863a6c314849140199.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73e61e209131cea5ec64.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73e61e209131cea5ec64.md>)

[Implementation](<https://github.com/odeliamel/MALT>)

Recorded evaluation configuration: {"Backbone":"WRN-70-16","Backbone Citation":"\[GOWAL ET AL., 2020\]","Speed-up":"x 3.42 ±0.09"}. This record does not assert independent reproduction.

### AutoAttack

Acc: 69.15. Result ID: 699324863a6c31484914019a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73e61e209131cea5ec64.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68181e209131cea1a311.md>)

Recorded evaluation configuration: {"Backbone":"WRN-70-16","Backbone Citation":"\[GOWAL ET AL., 2020\]"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.