# Image Classification on CIFAR10 (Clean Accuracy and ASR(T))

Source: [Image Classification on CIFAR10 (Clean Accuracy and ASR(T))](<https://www.sota2.com/research/sota/image-classification-on-cifar10-clean-accuracy-and-asr-t>)

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

Data updated: 2026-06-12T06:47:10.532Z

Evaluation of Image Classification performance on the CIFAR-10 dataset, reporting standard Clean Accuracy (CA) alongside a specific metric denoted as ASR(T).

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) | CIFAR10 |
| Metric | Clean Accuracy (CA) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [Clean Accuracy (CA)](<https://www.sota2.com/research/sota/image-classification-on-cifar10-clean-accuracy-and-asr-t.md?metric=Clean%20Accuracy%20(CA)>): Higher is better; unit: PERCENT.

- [ASR(T)](<https://www.sota2.com/research/sota/image-classification-on-cifar10-clean-accuracy-and-asr-t.md?metric=ASR(T)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Clean Accuracy (CA) | Result date | Report paper |
| --- | --- | --- | --- |
| Individual | 96.51 | Not recorded | 6a2b9264d33dfb23e783ae73 |
| LFPM | 92.22 | Not recorded | 6a2b9264d33dfb23e783ae73 |
| TA | 91.26 | Not recorded | 6a2b9264d33dfb23e783ae73 |
| SAU | 83.24 | Not recorded | 6a2b9264d33dfb23e783ae73 |
| PAM | 82.5 | Not recorded | 6a2b9264d33dfb23e783ae73 |
| SAM | 79.11 | Not recorded | 6a2b9264d33dfb23e783ae73 |
| IBVS | 71.53 | Not recorded | 6a2b9264d33dfb23e783ae73 |

### Individual

Clean Accuracy (CA): 96.51. Result ID: 6a2baa3cfbc373592c295f2f.

[Reporting paper](<https://www.sota2.com/research/paper/6a2b9264d33dfb23e783ae73.md>)

Recorded evaluation configuration: {"Merging Method":"BadMerging","Task Order":"Task Order 3"}. This record does not assert independent reproduction.

### LFPM

Clean Accuracy (CA): 92.22. Result ID: 6a2baa3cfbc373592c295f35.

[Reporting paper](<https://www.sota2.com/research/paper/6a2b9264d33dfb23e783ae73.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2b9264d33dfb23e783ae73.md>)

Recorded evaluation configuration: {"Merging Method":"BadMerging","Task Order":"Task Order 3"}. This record does not assert independent reproduction.

### TA

Clean Accuracy (CA): 91.26. Result ID: 6a2baa3cfbc373592c295f30.

[Reporting paper](<https://www.sota2.com/research/paper/6a2b9264d33dfb23e783ae73.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ef01e209131cea43012.md>)

Recorded evaluation configuration: {"Merging Method":"BadMerging","Task Order":"Task Order 3"}. This record does not assert independent reproduction.

### SAU

Clean Accuracy (CA): 83.24. Result ID: 6a2baa3cfbc373592c295f32.

[Reporting paper](<https://www.sota2.com/research/paper/6a2b9264d33dfb23e783ae73.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70171e209131cea48ea5.md>)

Recorded evaluation configuration: {"Merging Method":"BadMerging","Task Order":"Task Order 3"}. This record does not assert independent reproduction.

### PAM

Clean Accuracy (CA): 82.5. Result ID: 6a2baa3cfbc373592c295f34.

[Reporting paper](<https://www.sota2.com/research/paper/6a2b9264d33dfb23e783ae73.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa753e1e209131cea66bbb.md>)

Recorded evaluation configuration: {"Merging Method":"BadMerging","Task Order":"Task Order 3"}. This record does not assert independent reproduction.

### SAM

Clean Accuracy (CA): 79.11. Result ID: 6a2baa3cfbc373592c295f33.

[Reporting paper](<https://www.sota2.com/research/paper/6a2b9264d33dfb23e783ae73.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69d81e209131cea248fb.md>)

[Implementation](<https://github.com/google-research/sam>)

Recorded evaluation configuration: {"Merging Method":"BadMerging","Task Order":"Task Order 3"}. This record does not assert independent reproduction.

### IBVS

Clean Accuracy (CA): 71.53. Result ID: 6a2baa3cfbc373592c295f31.

[Reporting paper](<https://www.sota2.com/research/paper/6a2b9264d33dfb23e783ae73.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c071e209131cea8bf4b.md>)

Recorded evaluation configuration: {"Merging Method":"BadMerging","Task Order":"Task Order 3"}. This record does not assert independent reproduction.

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