# Image Classification on CIFAR-10 (long-tail)

Source: [Image Classification on CIFAR-10 (long-tail)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-long-tail>)

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

Data updated: 2026-02-26T05:34:18.870Z

Evaluation of Image Classification performance on the CIFAR-10 long-tailed dataset, reporting specific metrics for the long classes, tail classes, and overall average performance.

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 (long-tail) |
| Metric | Accuracy (Long Classes) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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 (Long Classes)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-long-tail.md?metric=Accuracy%20(Long%20Classes)>): Higher is better; unit: PERCENT.

- [Accuracy (Tail Classes)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-long-tail.md?metric=Accuracy%20(Tail%20Classes)>): Higher is better; unit: PERCENT.

- [Accuracy (Overall)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-long-tail.md?metric=Accuracy%20(Overall)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy (Long Classes) | Result date | Report paper |
| --- | --- | --- | --- |
| Real | 98.8 | Not recorded | 699d30a56017c4460ffab593 |
| LoFT | 98.4 | Not recorded | 699d30a56017c4460ffab593 |
| ChimeraLoRA | 98.3 | Not recorded | 699d30a56017c4460ffab593 |
| DataDream | 98.1 | Not recorded | 699d30a56017c4460ffab593 |

### Real

Accuracy (Long Classes): 98.8. Result ID: 699e53305698665ec412c000.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a56017c4460ffab593.md>)

Recorded evaluation configuration: {"Synthetic images per tail class":0}. This record does not assert independent reproduction.

### LoFT

Accuracy (Long Classes): 98.4. Result ID: 699e53305698665ec412c002.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a56017c4460ffab593.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78971e209131cea792bf.md>)

Recorded evaluation configuration: {"Synthetic images per tail class":500}. This record does not assert independent reproduction.

### ChimeraLoRA

Accuracy (Long Classes): 98.3. Result ID: 699e53305698665ec412c003.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a56017c4460ffab593.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699d30a56017c4460ffab593.md>)

Recorded evaluation configuration: {"Synthetic images per tail class":500}. This record does not assert independent reproduction.

### DataDream

Accuracy (Long Classes): 98.1. Result ID: 699e53305698665ec412c001.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a56017c4460ffab593.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa742a1e209131cea60278.md>)

Recorded evaluation configuration: {"Synthetic images per tail class":500}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.