# Image Classification on CIFAR-10 (test) (Acc\_n/Acc\_r Reporting)

Source: [Image Classification on CIFAR-10 (test) (Acc\_n/Acc\_r Reporting)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-test-acc_n-acc_r-reporting>)

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

Data updated: 2026-02-26T05:53:41.687Z

Evaluation of Image Classification performance on the test split of the CIFAR-10 dataset, specifically reporting results using 'Acc\_n' (Normalized Accuracy) and 'Acc\_r' (Residual Accuracy) 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) | CIFAR-10 (test) |
| Metric | Normalized Accuracy (Acc\_n) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 17 of 17 |
| 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

- [Normalized Accuracy (Acc\_n)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-test-acc_n-acc_r-reporting.md?metric=Normalized%20Accuracy%20(Acc_n)>): Higher is better; unit: PERCENT.

- [Residual Accuracy (Acc\_r)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-test-acc_n-acc_r-reporting.md?metric=Residual%20Accuracy%20(Acc_r)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Normalized Accuracy (Acc\_n) | Result date | Report paper |
| --- | --- | --- | --- |
| Baseline | 95.8 | Not recorded | 68fa6a931e209131cea29012 |
| LBGAT+TRADES | 88.7 | Not recorded | 68fa6a931e209131cea29012 |
| TRADES | 88.64 | Not recorded | 68fa6a931e209131cea29012 |
| TRADES | 88.64 | Not recorded | 68fa6a931e209131cea29012 |
| TRADES | 88.64 | Not recorded | 68fa6a931e209131cea29012 |
| LBGAT+TRADES | 88.22 | Not recorded | 68fa6a931e209131cea29012 |
| LBGAT+TRADES | 88.22 | Not recorded | 68fa6a931e209131cea29012 |
| LBGAT+TRADES | 88.22 | Not recorded | 68fa6a931e209131cea29012 |
| LBGAT+ALP | 85.05 | Not recorded | 68fa6a931e209131cea29012 |
| LBGAT+ALP | 85.05 | Not recorded | 68fa6a931e209131cea29012 |
| TRADES | 84.92 | Not recorded | 68fa6a931e209131cea29012 |
| TRADES | 84.92 | Not recorded | 68fa6a931e209131cea29012 |
| TRADES | 84.92 | Not recorded | 68fa6a931e209131cea29012 |
| LBGAT+TRADES | 83.61 | Not recorded | 68fa6a931e209131cea29012 |
| LBGAT+TRADES | 81.98 | Not recorded | 68fa6a931e209131cea29012 |
| LBGAT+TRADES | 81.98 | Not recorded | 68fa6a931e209131cea29012 |
| LBGAT+TRADES | 81.98 | Not recorded | 68fa6a931e209131cea29012 |

### Baseline

Normalized Accuracy (Acc\_n): 95.8. Result ID: 699abffe5698665ec44e26bd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a931e209131cea29012.md>)

Recorded evaluation configuration: {"Attack":"None"}. This record does not assert independent reproduction.

### LBGAT+TRADES

Normalized Accuracy (Acc\_n): 88.7. Result ID: 699abffe5698665ec44e26cc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a931e209131cea29012.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a931e209131cea29012.md>)

[Implementation](<https://github.com/dvlab-research/LBGAT>)

Recorded evaluation configuration: {"alpha":"0","Attack":"AA","Backbone":"WRN-34-20"}. This record does not assert independent reproduction.

### TRADES

Normalized Accuracy (Acc\_n): 88.64. Result ID: 699abffe5698665ec44e26be.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a931e209131cea29012.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65f71e209131cea0d897.md>)

Recorded evaluation configuration: {"alpha":"1","Attack":"FGSM20(PGD)","Backbone":"ResNet18"}. This record does not assert independent reproduction.

### TRADES

Normalized Accuracy (Acc\_n): 88.64. Result ID: 699abffe5698665ec44e26c3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a931e209131cea29012.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65f71e209131cea0d897.md>)

Recorded evaluation configuration: {"alpha":"1","Attack":"CW20(PGD)","Backbone":"ResNet18"}. This record does not assert independent reproduction.

### TRADES

Normalized Accuracy (Acc\_n): 88.64. Result ID: 699abffe5698665ec44e26c8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a931e209131cea29012.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65f71e209131cea0d897.md>)

Recorded evaluation configuration: {"alpha":"1","Attack":"AA","Backbone":"ResNet18"}. This record does not assert independent reproduction.

### LBGAT+TRADES

Normalized Accuracy (Acc\_n): 88.22. Result ID: 699abffe5698665ec44e26c1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a931e209131cea29012.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a931e209131cea29012.md>)

[Implementation](<https://github.com/dvlab-research/LBGAT>)

Recorded evaluation configuration: {"alpha":"0","Attack":"FGSM20(PGD)","Backbone":"ResNet18"}. This record does not assert independent reproduction.

### LBGAT+TRADES

Normalized Accuracy (Acc\_n): 88.22. Result ID: 699abffe5698665ec44e26c6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a931e209131cea29012.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a931e209131cea29012.md>)

[Implementation](<https://github.com/dvlab-research/LBGAT>)

Recorded evaluation configuration: {"alpha":"0","Attack":"CW20(PGD)","Backbone":"ResNet18"}. This record does not assert independent reproduction.

### LBGAT+TRADES

Normalized Accuracy (Acc\_n): 88.22. Result ID: 699abffe5698665ec44e26ca.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a931e209131cea29012.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a931e209131cea29012.md>)

[Implementation](<https://github.com/dvlab-research/LBGAT>)

Recorded evaluation configuration: {"alpha":"0","Attack":"AA","Backbone":"ResNet18"}. This record does not assert independent reproduction.

### LBGAT+ALP

Normalized Accuracy (Acc\_n): 85.05. Result ID: 699abffe5698665ec44e26c0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a931e209131cea29012.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a931e209131cea29012.md>)

[Implementation](<https://github.com/dvlab-research/LBGAT>)

Recorded evaluation configuration: {"Attack":"FGSM20(PGD)","Backbone":"ResNet18"}. This record does not assert independent reproduction.

### LBGAT+ALP

Normalized Accuracy (Acc\_n): 85.05. Result ID: 699abffe5698665ec44e26c5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a931e209131cea29012.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a931e209131cea29012.md>)

[Implementation](<https://github.com/dvlab-research/LBGAT>)

Recorded evaluation configuration: {"Attack":"CW20(PGD)","Backbone":"ResNet18"}. This record does not assert independent reproduction.

### TRADES

Normalized Accuracy (Acc\_n): 84.92. Result ID: 699abffe5698665ec44e26bf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a931e209131cea29012.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65f71e209131cea0d897.md>)

Recorded evaluation configuration: {"alpha":"6","Attack":"FGSM20(PGD)","Backbone":"ResNet18"}. This record does not assert independent reproduction.

### TRADES

Normalized Accuracy (Acc\_n): 84.92. Result ID: 699abffe5698665ec44e26c4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a931e209131cea29012.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65f71e209131cea0d897.md>)

Recorded evaluation configuration: {"alpha":"6","Attack":"CW20(PGD)","Backbone":"ResNet18"}. This record does not assert independent reproduction.

### TRADES

Normalized Accuracy (Acc\_n): 84.92. Result ID: 699abffe5698665ec44e26c9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a931e209131cea29012.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65f71e209131cea0d897.md>)

Recorded evaluation configuration: {"alpha":"6","Attack":"AA","Backbone":"ResNet18"}. This record does not assert independent reproduction.

### LBGAT+TRADES

Normalized Accuracy (Acc\_n): 83.61. Result ID: 699abffe5698665ec44e26cd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a931e209131cea29012.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a931e209131cea29012.md>)

[Implementation](<https://github.com/dvlab-research/LBGAT>)

Recorded evaluation configuration: {"alpha":"6","Attack":"AA","Backbone":"WRN-34-20"}. This record does not assert independent reproduction.

### LBGAT+TRADES

Normalized Accuracy (Acc\_n): 81.98. Result ID: 699abffe5698665ec44e26c2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a931e209131cea29012.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a931e209131cea29012.md>)

[Implementation](<https://github.com/dvlab-research/LBGAT>)

Recorded evaluation configuration: {"alpha":"6","Attack":"FGSM20(PGD)","Backbone":"ResNet18"}. This record does not assert independent reproduction.

### LBGAT+TRADES

Normalized Accuracy (Acc\_n): 81.98. Result ID: 699abffe5698665ec44e26c7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a931e209131cea29012.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a931e209131cea29012.md>)

[Implementation](<https://github.com/dvlab-research/LBGAT>)

Recorded evaluation configuration: {"alpha":"6","Attack":"CW20(PGD)","Backbone":"ResNet18"}. This record does not assert independent reproduction.

### LBGAT+TRADES

Normalized Accuracy (Acc\_n): 81.98. Result ID: 699abffe5698665ec44e26cb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a931e209131cea29012.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a931e209131cea29012.md>)

[Implementation](<https://github.com/dvlab-research/LBGAT>)

Recorded evaluation configuration: {"alpha":"6","Attack":"AA","Backbone":"ResNet18"}. This record does not assert independent reproduction.

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