# Image Classification on CIFAR-LT Imbalance ratio 10 (test)

Source: [Image Classification on CIFAR-LT Imbalance ratio 10 (test)](<https://www.sota2.com/research/sota/image-classification-on-cifar-lt-imbalance-ratio-10-test>)

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

Data updated: 2026-02-26T05:36:36.171Z

Evaluation of Image Classification performance on the test split of the CIFAR-LT dataset configured with an Imbalance Ratio of 10, measured using BACC and GM.

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-LT Imbalance ratio 10 (test) |
| Metric | BACC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 11 of 11 |
| 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

- [BACC](<https://www.sota2.com/research/sota/image-classification-on-cifar-lt-imbalance-ratio-10-test.md?metric=BACC>): Higher is better; unit: PERCENT.

- [GM](<https://www.sota2.com/research/sota/image-classification-on-cifar-lt-imbalance-ratio-10-test.md?metric=GM>): Higher is better; unit: PERCENT.

## Recorded results

| Method | BACC | Result date | Report paper |
| --- | --- | --- | --- |
| M2m | 87.9 | Not recorded | 68fa68f11e209131cea1f256 |
| M2m | 87.5 | Not recorded | 68fa68f11e209131cea1f256 |
| DRS | 87.1 | Not recorded | 68fa68f11e209131cea1f256 |
| DRW | 87.1 | Not recorded | 68fa68f11e209131cea1f256 |
| CB-RW | 86.8 | Not recorded | 68fa68f11e209131cea1f256 |
| RS | 86.6 | Not recorded | 68fa68f11e209131cea1f256 |
| RW | 86.6 | Not recorded | 68fa68f11e209131cea1f256 |
| LDAM | 86.2 | Not recorded | 68fa68f11e209131cea1f256 |
| ERM | 86 | Not recorded | 68fa68f11e209131cea1f256 |
| SMOTE | 85.7 | Not recorded | 68fa68f11e209131cea1f256 |
| Focal | 85.3 | Not recorded | 68fa68f11e209131cea1f256 |

### M2m

BACC: 87.9. Result ID: 698d8ec98b517eb43322579a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68f11e209131cea1f256.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68f11e209131cea1f256.md>)

[Implementation](<https://github.com/alinlab/M2m>)

Recorded evaluation configuration: {"Loss":"ERM","Re-balancing":"M2m"}. This record does not assert independent reproduction.

### M2m

BACC: 87.5. Result ID: 698d8ec98b517eb43322579e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68f11e209131cea1f256.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68f11e209131cea1f256.md>)

[Implementation](<https://github.com/alinlab/M2m>)

Recorded evaluation configuration: {"Loss":"LDAM","Re-balancing":"M2m"}. This record does not assert independent reproduction.

### DRS

BACC: 87.1. Result ID: 698d8ec98b517eb433225799.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68f11e209131cea1f256.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66901e209131cea10e0f.md>)

[Implementation](<https://github.com/kaidic/LDAM-DRW>)

Recorded evaluation configuration: {"Loss":"ERM","Re-balancing":"DRS"}. This record does not assert independent reproduction.

### DRW

BACC: 87.1. Result ID: 698d8ec98b517eb43322579d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68f11e209131cea1f256.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66901e209131cea10e0f.md>)

[Implementation](<https://github.com/kaidic/LDAM-DRW>)

Recorded evaluation configuration: {"Loss":"LDAM","Re-balancing":"DRW"}. This record does not assert independent reproduction.

### CB-RW

BACC: 86.8. Result ID: 698d8ec98b517eb433225798.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68f11e209131cea1f256.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa654f1e209131cea0988a.md>)

[Implementation](<https://github.com/richardaecn/class-balanced-loss>)

Recorded evaluation configuration: {"Loss":"ERM","Re-balancing":"CB-RW"}. This record does not assert independent reproduction.

### RS

BACC: 86.6. Result ID: 698d8ec98b517eb433225795.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68f11e209131cea1f256.md>)

Recorded evaluation configuration: {"Loss":"ERM","Re-balancing":"RS"}. This record does not assert independent reproduction.

### RW

BACC: 86.6. Result ID: 698d8ec98b517eb433225797.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68f11e209131cea1f256.md>)

Recorded evaluation configuration: {"Loss":"ERM","Re-balancing":"RW"}. This record does not assert independent reproduction.

### LDAM

BACC: 86.2. Result ID: 698d8ec98b517eb43322579c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68f11e209131cea1f256.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66901e209131cea10e0f.md>)

[Implementation](<https://github.com/kaidic/LDAM-DRW>)

Recorded evaluation configuration: {"Loss":"LDAM","Re-balancing":"None"}. This record does not assert independent reproduction.

### ERM

BACC: 86. Result ID: 698d8ec98b517eb433225794.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68f11e209131cea1f256.md>)

Recorded evaluation configuration: {"Loss":"ERM","Re-balancing":"None"}. This record does not assert independent reproduction.

### SMOTE

BACC: 85.7. Result ID: 698d8ec98b517eb433225796.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68f11e209131cea1f256.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa60691e209131ce9ef1af.md>)

Recorded evaluation configuration: {"Loss":"ERM","Re-balancing":"SMOTE"}. This record does not assert independent reproduction.

### Focal

BACC: 85.3. Result ID: 698d8ec98b517eb43322579b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68f11e209131cea1f256.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa640c1e209131cea02556.md>)

[Implementation](<https://github.com/facebookresearch/Detectron>)

Recorded evaluation configuration: {"Loss":"Focal","Re-balancing":"None"}. This record does not assert independent reproduction.

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