# Image Classification on MNIST-LT (Recall)

Source: [Image Classification on MNIST-LT (Recall)](<https://www.sota2.com/research/sota/image-classification-on-mnist-lt-recall>)

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

Data updated: 2026-02-26T06:01:16.950Z

Evaluation of Image Classification performance on the imbalanced MNIST-LT dataset, reporting Recall.

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) | MNIST-LT |
| Metric | Recall |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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

- [Recall](<https://www.sota2.com/research/sota/image-classification-on-mnist-lt-recall.md?metric=Recall>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Recall | Result date | Report paper |
| --- | --- | --- | --- |
| Cost-Sensitive Learning | 88.22 | Not recorded | 68fa7b0f1e209131cea8671a |
| LDAM | 87.94 | Not recorded | 68fa7b0f1e209131cea8671a |
| OHEM | 87.78 | Not recorded | 68fa7b0f1e209131cea8671a |
| ART | 87.77 | Not recorded | 68fa7b0f1e209131cea8671a |
| ROS | 87.06 | Not recorded | 68fa7b0f1e209131cea8671a |
| Baseline | 86.43 | Not recorded | 68fa7b0f1e209131cea8671a |
| Focal Loss | 86.13 | Not recorded | 68fa7b0f1e209131cea8671a |
| DRW | 85.91 | Not recorded | 68fa7b0f1e209131cea8671a |
| RUS | 77.14 | Not recorded | 68fa7b0f1e209131cea8671a |

### Cost-Sensitive Learning

Recall: 88.22. Result ID: 699a87e55698665ec411fc5e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b0f1e209131cea8671a.md>)

Recorded evaluation configuration: {"evaluation protocol":"mean over 20 seeds"}. This record does not assert independent reproduction.

### LDAM

Recall: 87.94. Result ID: 699a87e55698665ec411fc61.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b0f1e209131cea8671a.md>)

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

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

Recorded evaluation configuration: {"evaluation protocol":"mean over 20 seeds"}. This record does not assert independent reproduction.

### OHEM

Recall: 87.78. Result ID: 699a87e55698665ec411fc60.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b0f1e209131cea8671a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62681e209131ce9f937f.md>)

Recorded evaluation configuration: {"evaluation protocol":"mean over 20 seeds"}. This record does not assert independent reproduction.

### ART

Recall: 87.77. Result ID: 699a87e55698665ec411fc63.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b0f1e209131cea8671a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b0f1e209131cea8671a.md>)

Recorded evaluation configuration: {"evaluation protocol":"mean over 20 seeds"}. This record does not assert independent reproduction.

### ROS

Recall: 87.06. Result ID: 699a87e55698665ec411fc5c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b0f1e209131cea8671a.md>)

Recorded evaluation configuration: {"evaluation protocol":"mean over 20 seeds"}. This record does not assert independent reproduction.

### Baseline

Recall: 86.43. Result ID: 699a87e55698665ec411fc5b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b0f1e209131cea8671a.md>)

Recorded evaluation configuration: {"evaluation protocol":"mean over 20 seeds"}. This record does not assert independent reproduction.

### Focal Loss

Recall: 86.13. Result ID: 699a87e55698665ec411fc5f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b0f1e209131cea8671a.md>)

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

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

Recorded evaluation configuration: {"evaluation protocol":"mean over 20 seeds"}. This record does not assert independent reproduction.

### DRW

Recall: 85.91. Result ID: 699a87e55698665ec411fc62.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b0f1e209131cea8671a.md>)

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

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

Recorded evaluation configuration: {"evaluation protocol":"mean over 20 seeds"}. This record does not assert independent reproduction.

### RUS

Recall: 77.14. Result ID: 699a87e55698665ec411fc5d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b0f1e209131cea8671a.md>)

Recorded evaluation configuration: {"evaluation protocol":"mean over 20 seeds"}. This record does not assert independent reproduction.

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