# Image Classification on Imbalanced CIFAR-100 step, ratio 100 (val)

Source: [Image Classification on Imbalanced CIFAR-100 step, ratio 100 (val)](<https://www.sota2.com/research/sota/image-classification-on-imbalanced-cifar-100-step-ratio-100-val>)

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

Data updated: 2026-02-26T06:07:17.853Z

Evaluation of Image Classification performance on the validation split of the Imbalanced CIFAR-100 dataset configured with a step imbalance ratio of 100.

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) | Imbalanced CIFAR-100 step, ratio 100 (val) |
| Metric | Top-1 Error |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 6 of 6 |
| 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

- [Top-1 Error](<https://www.sota2.com/research/sota/image-classification-on-imbalanced-cifar-100-step-ratio-100-val.md?metric=Top-1%20Error>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Top-1 Error | Result date | Report paper |
| --- | --- | --- | --- |
| HAR-DRW | 51.73 | Not recorded | 68fa69941e209131cea22d32 |
| LDAM-DRW | 54.64 | Not recorded | 68fa69941e209131cea22d32 |
| BBN | 57.44 | Not recorded | 68fa69941e209131cea22d32 |
| Focal | 61.43 | Not recorded | 68fa69941e209131cea22d32 |
| ERM | 61.45 | Not recorded | 68fa69941e209131cea22d32 |
| CB Focal | 80.24 | Not recorded | 68fa69941e209131cea22d32 |

### HAR-DRW

Top-1 Error: 51.73. Result ID: 698dbb4e8b517eb433236300.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69941e209131cea22d32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69941e209131cea22d32.md>)

[Implementation](<https://github.com/kaidic/HAR>)

Recorded evaluation configuration: {"Backbone":"ResNet-32"}. This record does not assert independent reproduction.

### LDAM-DRW

Top-1 Error: 54.64. Result ID: 698dbb4e8b517eb4332362fe.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69941e209131cea22d32.md>)

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

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

Recorded evaluation configuration: {"Backbone":"ResNet-32"}. This record does not assert independent reproduction.

### BBN

Top-1 Error: 57.44. Result ID: 698dbb4e8b517eb4332362ff.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69941e209131cea22d32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67371e209131cea14e59.md>)

[Implementation](<https://github.com/Megvii-Nanjing/BBN>)

Recorded evaluation configuration: {"Backbone":"ResNet-32"}. This record does not assert independent reproduction.

### Focal

Top-1 Error: 61.43. Result ID: 698dbb4e8b517eb4332362fc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69941e209131cea22d32.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-32"}. This record does not assert independent reproduction.

### ERM

Top-1 Error: 61.45. Result ID: 698dbb4e8b517eb4332362fb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69941e209131cea22d32.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-32"}. This record does not assert independent reproduction.

### CB Focal

Top-1 Error: 80.24. Result ID: 698dbb4e8b517eb4332362fd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69941e209131cea22d32.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-32"}. This record does not assert independent reproduction.

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