# Image Classification on M(EMNIST-10, F-EMNIST)

Source: [Image Classification on M(EMNIST-10, F-EMNIST)](<https://www.sota2.com/research/sota/image-classification-on-m-emnist-10-f-emnist>)

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

Data updated: 2026-02-26T05:28:06.932Z

Evaluation of Image Classification performance on the M(EMNIST-10, F-EMNIST) dataset configuration.

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) | M(EMNIST-10, F-EMNIST) |
| Metric | Accuracy |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/image-classification-on-m-emnist-10-f-emnist.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| ONE | 94.37 | Not recorded | 68fa6b7f1e209131cea2e9bc |
| HAT | 93.37 | Not recorded | 68fa6b7f1e209131cea2e9bc |
| PRO | 92.89 | Not recorded | 68fa6b7f1e209131cea2e9bc |
| CAT | 92.87 | Not recorded | 68fa6b7f1e209131cea2e9bc |
| PathNet | 91.63 | Not recorded | 68fa6b7f1e209131cea2e9bc |
| UCL | 91.61 | Not recorded | 68fa6b7f1e209131cea2e9bc |
| EWC | 91.57 | Not recorded | 68fa6b7f1e209131cea2e9bc |
| NCL | 91.56 | Not recorded | 68fa6b7f1e209131cea2e9bc |
| RPSNet | 89.45 | Not recorded | 68fa6b7f1e209131cea2e9bc |
| HYP | 83.29 | Not recorded | 68fa6b7f1e209131cea2e9bc |
| HYP-R | 72.54 | Not recorded | 68fa6b7f1e209131cea2e9bc |

### ONE

Accuracy: 94.37. Result ID: 698e90afffc3901de09eb264.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b7f1e209131cea2e9bc.md>)

Recorded evaluation configuration: {"Network Architecture":"2-layer fully connected network","Random Task Sequences":5}. This record does not assert independent reproduction.

### HAT

Accuracy: 93.37. Result ID: 698e90afffc3901de09eb26c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b7f1e209131cea2e9bc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64681e209131cea0485c.md>)

[Implementation](<https://github.com/joansj/hat>)

Recorded evaluation configuration: {"Network Architecture":"2-layer fully connected network","Random Task Sequences":5}. This record does not assert independent reproduction.

### PRO

Accuracy: 92.89. Result ID: 698e90afffc3901de09eb269.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b7f1e209131cea2e9bc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dc01e209131cea3bd93.md>)

Recorded evaluation configuration: {"Network Architecture":"2-layer fully connected network","Random Task Sequences":5}. This record does not assert independent reproduction.

### CAT

Accuracy: 92.87. Result ID: 698e90afffc3901de09eb26d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b7f1e209131cea2e9bc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b7f1e209131cea2e9bc.md>)

[Implementation](<https://github.com/ZixuanKe/CAT>)

Recorded evaluation configuration: {"Network Architecture":"2-layer fully connected network","Random Task Sequences":5}. This record does not assert independent reproduction.

### PathNet

Accuracy: 91.63. Result ID: 698e90afffc3901de09eb26a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b7f1e209131cea2e9bc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63181e209131ce9fca6a.md>)

Recorded evaluation configuration: {"Network Architecture":"2-layer fully connected network","Random Task Sequences":5}. This record does not assert independent reproduction.

### UCL

Accuracy: 91.61. Result ID: 698e90afffc3901de09eb266.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b7f1e209131cea2e9bc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66af1e209131cea11c29.md>)

Recorded evaluation configuration: {"Network Architecture":"2-layer fully connected network","Random Task Sequences":5}. This record does not assert independent reproduction.

### EWC

Accuracy: 91.57. Result ID: 698e90afffc3901de09eb265.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b7f1e209131cea2e9bc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cb31e209131cea3555e.md>)

Recorded evaluation configuration: {"Network Architecture":"2-layer fully connected network","Random Task Sequences":5}. This record does not assert independent reproduction.

### NCL

Accuracy: 91.56. Result ID: 698e90afffc3901de09eb263.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b7f1e209131cea2e9bc.md>)

Recorded evaluation configuration: {"Network Architecture":"2-layer fully connected network","Random Task Sequences":5}. This record does not assert independent reproduction.

### RPSNet

Accuracy: 89.45. Result ID: 698e90afffc3901de09eb26b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b7f1e209131cea2e9bc.md>)

Recorded evaluation configuration: {"Network Architecture":"2-layer fully connected network","Random Task Sequences":5}. This record does not assert independent reproduction.

### HYP

Accuracy: 83.29. Result ID: 698e90afffc3901de09eb267.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b7f1e209131cea2e9bc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c3f1e209131cea33009.md>)

[Implementation](<https://github.com/chrhenning/hypercl.>)

Recorded evaluation configuration: {"Network Architecture":"2-layer fully connected network","Random Task Sequences":5}. This record does not assert independent reproduction.

### HYP-R

Accuracy: 72.54. Result ID: 698e90afffc3901de09eb268.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b7f1e209131cea2e9bc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c3f1e209131cea33009.md>)

[Implementation](<https://github.com/chrhenning/hypercl.>)

Recorded evaluation configuration: {"Network Architecture":"2-layer fully connected network","Random Task Sequences":5}. This record does not assert independent reproduction.

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