# Image Classification on CIFAR10 imbalanced

Source: [Image Classification on CIFAR10 imbalanced](<https://www.sota2.com/research/sota/image-classification-on-cifar10-imbalanced>)

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

Data updated: 2026-05-11T09:54:00.194Z

Evaluation of Image Classification performance on the CIFAR10 dataset configured with class imbalance, measured using Macro Precision, Macro Recall, and Macro F1-score.

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 imbalanced |
| Metric | Macro Precision |
| 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

- [Macro Precision](<https://www.sota2.com/research/sota/image-classification-on-cifar10-imbalanced.md?metric=Macro%20Precision>): Higher is better; unit: PERCENT.

- [Macro Recall](<https://www.sota2.com/research/sota/image-classification-on-cifar10-imbalanced.md?metric=Macro%20Recall>): Higher is better; unit: PERCENT.

- [Macro F1](<https://www.sota2.com/research/sota/image-classification-on-cifar10-imbalanced.md?metric=Macro%20F1>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Macro Precision | Result date | Report paper |
| --- | --- | --- | --- |
| UN | 81.28 | Not recorded | 6a0162b4dbc836b87d8232a3 |
| UN | 80.78 | Not recorded | 6a0162b4dbc836b87d8232a3 |
| SupCon | 80.57 | Not recorded | 6a0162b4dbc836b87d8232a3 |
| U^{hl}\_N | 80.45 | Not recorded | 6a0162b4dbc836b87d8232a3 |
| U^{hl}\_N | 80.33 | Not recorded | 6a0162b4dbc836b87d8232a3 |
| UN | 79.77 | Not recorded | 6a0162b4dbc836b87d8232a3 |
| U^{hl}\_N | 77.94 | Not recorded | 6a0162b4dbc836b87d8232a3 |

### UN

Macro Precision: 81.28. Result ID: 6a01a73747f34ce924e3fe5d.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162b4dbc836b87d8232a3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0162b4dbc836b87d8232a3.md>)

Recorded evaluation configuration: {"Number of negative samples (k)":"3"}. This record does not assert independent reproduction.

### UN

Macro Precision: 80.78. Result ID: 6a01a73747f34ce924e3fe5e.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162b4dbc836b87d8232a3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0162b4dbc836b87d8232a3.md>)

Recorded evaluation configuration: {"Number of negative samples (k)":"5"}. This record does not assert independent reproduction.

### SupCon

Macro Precision: 80.57. Result ID: 6a01a73747f34ce924e3fe63.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162b4dbc836b87d8232a3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa697f1e209131cea22756.md>)

Recorded evaluation configuration: {"Number of negative samples (k)":"3"}. This record does not assert independent reproduction.

### U^{hl}\_N

Macro Precision: 80.45. Result ID: 6a01a73747f34ce924e3fe61.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162b4dbc836b87d8232a3.md>)

Recorded evaluation configuration: {"Number of negative samples (k)":"5"}. This record does not assert independent reproduction.

### U^{hl}\_N

Macro Precision: 80.33. Result ID: 6a01a73747f34ce924e3fe62.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162b4dbc836b87d8232a3.md>)

Recorded evaluation configuration: {"Number of negative samples (k)":"7"}. This record does not assert independent reproduction.

### UN

Macro Precision: 79.77. Result ID: 6a01a73747f34ce924e3fe5f.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162b4dbc836b87d8232a3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0162b4dbc836b87d8232a3.md>)

Recorded evaluation configuration: {"Number of negative samples (k)":"7"}. This record does not assert independent reproduction.

### U^{hl}\_N

Macro Precision: 77.94. Result ID: 6a01a73747f34ce924e3fe60.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162b4dbc836b87d8232a3.md>)

Recorded evaluation configuration: {"Number of negative samples (k)":"3"}. This record does not assert independent reproduction.

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