# Image Classification on CIFAR-10 (test) (BAccr/WAccr/Accn)

Source: [Image Classification on CIFAR-10 (test) (BAccr/WAccr/Accn)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-test-baccr-waccr-accn>)

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

Data updated: 2026-02-26T05:36:36.996Z

Evaluation of Image Classification performance on the CIFAR-10 test set, focusing specifically on Balanced Accuracy (BAccr), Weighted Accuracy (WAccr), and Normalized Accuracy (Accn).

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 | BAccr |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

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

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

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

## Recorded results

| Method | BAccr | Result date | Report paper |
| --- | --- | --- | --- |
| LBGAT+TRADES (α = 0) | 87.2 | Not recorded | 68fa6a931e209131cea29012 |
| TRADES (α = 1) | 87 | Not recorded | 68fa6a931e209131cea29012 |
| TRADES (α = 6) | 83.3 | Not recorded | 68fa6a931e209131cea29012 |
| LBGAT+TRADES (α = 0) | 68.45 | Not recorded | 68fa6a931e209131cea29012 |
| TRADES (α = 6) | 67.18 | Not recorded | 68fa6a931e209131cea29012 |
| TRADES (α = 1) | 66.18 | Not recorded | 68fa6a931e209131cea29012 |

### LBGAT+TRADES (α = 0)

BAccr: 87.2. Result ID: 699abffe5698665ec44e26a8.

[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: {"Source Models":"Natural"}. This record does not assert independent reproduction.

### TRADES (α = 1)

BAccr: 87. Result ID: 699abffe5698665ec44e26a6.

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

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

Recorded evaluation configuration: {"Source Models":"Natural"}. This record does not assert independent reproduction.

### TRADES (α = 6)

BAccr: 83.3. Result ID: 699abffe5698665ec44e26a7.

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

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

Recorded evaluation configuration: {"Source Models":"Natural"}. This record does not assert independent reproduction.

### LBGAT+TRADES (α = 0)

BAccr: 68.45. Result ID: 699abffe5698665ec44e26ab.

[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: {"Source Models":"TRADES (α=6)"}. This record does not assert independent reproduction.

### TRADES (α = 6)

BAccr: 67.18. Result ID: 699abffe5698665ec44e26aa.

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

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

Recorded evaluation configuration: {"Source Models":"LBGAT+TRADES(α=0)"}. This record does not assert independent reproduction.

### TRADES (α = 1)

BAccr: 66.18. Result ID: 699abffe5698665ec44e26a9.

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

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

Recorded evaluation configuration: {"Source Models":"LBGAT+TRADES(α=0)"}. This record does not assert independent reproduction.

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