# Image Classification on CIFAR10 (CA and ASR(N))

Source: [Image Classification on CIFAR10 (CA and ASR(N))](<https://www.sota2.com/research/sota/image-classification-on-cifar10-ca-and-asr-n>)

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

Data updated: 2026-06-12T06:42:10.429Z

Evaluation of Image Classification performance on the CIFAR-10 dataset, reporting results for Classification Accuracy (CA) and Adjusted Success Rate (ASR(N)).

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 | Accuracy |
| 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

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

- [Adjusted Success Rate (N)](<https://www.sota2.com/research/sota/image-classification-on-cifar10-ca-and-asr-n.md?metric=Adjusted%20Success%20Rate%20(N)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Individual | 96.51 | Not recorded | 6a2b9264d33dfb23e783ae73 |
| TA | 95.37 | Not recorded | 6a2b9264d33dfb23e783ae73 |
| LFPM | 93.59 | Not recorded | 6a2b9264d33dfb23e783ae73 |
| SAU | 84.54 | Not recorded | 6a2b9264d33dfb23e783ae73 |
| PAM | 82.91 | Not recorded | 6a2b9264d33dfb23e783ae73 |
| SAM | 79.38 | Not recorded | 6a2b9264d33dfb23e783ae73 |
| IBVS | 69.71 | Not recorded | 6a2b9264d33dfb23e783ae73 |

### Individual

Accuracy: 96.51. Result ID: 6a2baa3cfbc373592c295e95.

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### TA

Accuracy: 95.37. Result ID: 6a2baa3cfbc373592c295e96.

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

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### LFPM

Accuracy: 93.59. Result ID: 6a2baa3cfbc373592c295e9b.

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

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### SAU

Accuracy: 84.54. Result ID: 6a2baa3cfbc373592c295e98.

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

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### PAM

Accuracy: 82.91. Result ID: 6a2baa3cfbc373592c295e9a.

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

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### SAM

Accuracy: 79.38. Result ID: 6a2baa3cfbc373592c295e99.

[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: Not recorded. This record does not assert independent reproduction.

### IBVS

Accuracy: 69.71. Result ID: 6a2baa3cfbc373592c295e97.

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

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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