# Image Classification on CIFAR-10 (Accuracy and HM)

Source: [Image Classification on CIFAR-10 (Accuracy and HM)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-accuracy-and-hm>)

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

Data updated: 2026-05-12T11:07:29.114Z

Evaluation of standard Image Classification performance on CIFAR-10, reporting primary classification Accuracy alongside the Harmonic Mean (HM) metric.

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 |
| Metric | HM |
| 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

- [HM](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-accuracy-and-hm.md?metric=HM>): Higher is better; unit: PERCENT.

- [Acc](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-accuracy-and-hm.md?metric=Acc>): Higher is better; unit: PERCENT.

## Recorded results

| Method | HM | Result date | Report paper |
| --- | --- | --- | --- |
| PromptSRC + Bi-CoG | 94.5 | Not recorded | 68fc596c3ef7ccd74e452632 |
| MaPLe + Bi-CoG | 92.15 | Not recorded | 68fc596c3ef7ccd74e452632 |
| CoOp + Bi-CoG | 92.07 | Not recorded | 68fc596c3ef7ccd74e452632 |
| MaPLe | 92.02 | Not recorded | 68fc596c3ef7ccd74e452632 |
| PromptSRC | 91.46 | Not recorded | 68fc596c3ef7ccd74e452632 |
| CoOp | 89.17 | Not recorded | 68fc596c3ef7ccd74e452632 |
| CLIP | 88.43 | Not recorded | 68fc596c3ef7ccd74e452632 |

### PromptSRC + Bi-CoG

HM: 94.5. Result ID: 6a0309e347f34ce924e6b808.

[Reporting paper](<https://www.sota2.com/research/paper/68fc596c3ef7ccd74e452632.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fc596c3ef7ccd74e452632.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction.

### MaPLe + Bi-CoG

HM: 92.15. Result ID: 6a0309e347f34ce924e6b806.

[Reporting paper](<https://www.sota2.com/research/paper/68fc596c3ef7ccd74e452632.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fc596c3ef7ccd74e452632.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction.

### CoOp + Bi-CoG

HM: 92.07. Result ID: 6a0309e347f34ce924e6b804.

[Reporting paper](<https://www.sota2.com/research/paper/68fc596c3ef7ccd74e452632.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fc596c3ef7ccd74e452632.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction.

### MaPLe

HM: 92.02. Result ID: 6a0309e347f34ce924e6b805.

[Reporting paper](<https://www.sota2.com/research/paper/68fc596c3ef7ccd74e452632.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ef21e209131cea4311c.md>)

[Implementation](<https://github.com/muzairkhattak/multimodal-prompt-learning>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction.

### PromptSRC

HM: 91.46. Result ID: 6a0309e347f34ce924e6b807.

[Reporting paper](<https://www.sota2.com/research/paper/68fc596c3ef7ccd74e452632.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa705e1e209131cea4aa58.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction.

### CoOp

HM: 89.17. Result ID: 6a0309e347f34ce924e6b803.

[Reporting paper](<https://www.sota2.com/research/paper/68fc596c3ef7ccd74e452632.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d8b1e209131cea3a814.md>)

[Implementation](<https://github.com/KaiyangZhou/CoOp>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction.

### CLIP

HM: 88.43. Result ID: 6a0309e347f34ce924e6b802.

[Reporting paper](<https://www.sota2.com/research/paper/68fc596c3ef7ccd74e452632.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69581e209131cea21ad0.md>)

[Implementation](<https://github.com/OpenAI/CLIP>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction.

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