# Image Classification on Fashion-MNIST (Pretrain and Unlearn)

Source: [Image Classification on Fashion-MNIST (Pretrain and Unlearn)](<https://www.sota2.com/research/sota/image-classification-on-fashion-mnist-pretrain-and-unlearn>)

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

Data updated: 2026-02-26T05:58:57.764Z

Evaluation of Image Classification performance on the Fashion-MNIST dataset, focusing on metrics related to pretraining stability and unlearning effectiveness.

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) | Fashion-MNIST |
| Metric | Pretrain Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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

- [Pretrain Accuracy](<https://www.sota2.com/research/sota/image-classification-on-fashion-mnist-pretrain-and-unlearn.md?metric=Pretrain%20Accuracy>): Higher is better; unit: PERCENT.

- [Unlearn Accuracy](<https://www.sota2.com/research/sota/image-classification-on-fashion-mnist-pretrain-and-unlearn.md?metric=Unlearn%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Pretrain Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| f-FUM (KL-KL) | 78.28 | Not recorded | 69896a26c97a0b3e3b5dc58a |
| f-FUM (KL-JS) | 78.28 | Not recorded | 69896a26c97a0b3e3b5dc58a |
| f-FUM (KL-χ²) | 78.28 | Not recorded | 69896a26c97a0b3e3b5dc58a |
| NoT | 78.28 | Not recorded | 69896a26c97a0b3e3b5dc58a |
| Halimi | 78.28 | Not recorded | 69896a26c97a0b3e3b5dc58a |
| MoDe | 78.28 | Not recorded | 69896a26c97a0b3e3b5dc58a |
| f-FUM (KL-KL) | 66.58 | Not recorded | 69896a26c97a0b3e3b5dc58a |
| f-FUM (KL-JS) | 66.58 | Not recorded | 69896a26c97a0b3e3b5dc58a |
| f-FUM (KL-χ²) | 66.58 | Not recorded | 69896a26c97a0b3e3b5dc58a |
| NoT | 66.58 | Not recorded | 69896a26c97a0b3e3b5dc58a |
| Halimi | 66.58 | Not recorded | 69896a26c97a0b3e3b5dc58a |
| MoDe | 66.58 | Not recorded | 69896a26c97a0b3e3b5dc58a |

### f-FUM (KL-KL)

Pretrain Accuracy: 78.28. Result ID: 6998ead65698665ec44f550f.

[Reporting paper](<https://www.sota2.com/research/paper/69896a26c97a0b3e3b5dc58a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69896a26c97a0b3e3b5dc58a.md>)

Recorded evaluation configuration: {"N":10}. This record does not assert independent reproduction.

### f-FUM (KL-JS)

Pretrain Accuracy: 78.28. Result ID: 6998ead65698665ec44f5510.

[Reporting paper](<https://www.sota2.com/research/paper/69896a26c97a0b3e3b5dc58a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69896a26c97a0b3e3b5dc58a.md>)

Recorded evaluation configuration: {"N":10}. This record does not assert independent reproduction.

### f-FUM (KL-χ²)

Pretrain Accuracy: 78.28. Result ID: 6998ead65698665ec44f5511.

[Reporting paper](<https://www.sota2.com/research/paper/69896a26c97a0b3e3b5dc58a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69896a26c97a0b3e3b5dc58a.md>)

Recorded evaluation configuration: {"N":10}. This record does not assert independent reproduction.

### NoT

Pretrain Accuracy: 78.28. Result ID: 6998ead65698665ec44f5512.

[Reporting paper](<https://www.sota2.com/research/paper/69896a26c97a0b3e3b5dc58a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa775a1e209131cea72a43.md>)

Recorded evaluation configuration: {"N":10}. This record does not assert independent reproduction.

### Halimi

Pretrain Accuracy: 78.28. Result ID: 6998ead65698665ec44f5513.

[Reporting paper](<https://www.sota2.com/research/paper/69896a26c97a0b3e3b5dc58a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70f41e209131cea4e622.md>)

Recorded evaluation configuration: {"N":10}. This record does not assert independent reproduction.

### MoDe

Pretrain Accuracy: 78.28. Result ID: 6998ead65698665ec44f5514.

[Reporting paper](<https://www.sota2.com/research/paper/69896a26c97a0b3e3b5dc58a.md>)

Recorded evaluation configuration: {"N":10}. This record does not assert independent reproduction.

### f-FUM (KL-KL)

Pretrain Accuracy: 66.58. Result ID: 6998ead65698665ec44f5515.

[Reporting paper](<https://www.sota2.com/research/paper/69896a26c97a0b3e3b5dc58a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69896a26c97a0b3e3b5dc58a.md>)

Recorded evaluation configuration: {"N":5}. This record does not assert independent reproduction.

### f-FUM (KL-JS)

Pretrain Accuracy: 66.58. Result ID: 6998ead65698665ec44f5516.

[Reporting paper](<https://www.sota2.com/research/paper/69896a26c97a0b3e3b5dc58a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69896a26c97a0b3e3b5dc58a.md>)

Recorded evaluation configuration: {"N":5}. This record does not assert independent reproduction.

### f-FUM (KL-χ²)

Pretrain Accuracy: 66.58. Result ID: 6998ead65698665ec44f5517.

[Reporting paper](<https://www.sota2.com/research/paper/69896a26c97a0b3e3b5dc58a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69896a26c97a0b3e3b5dc58a.md>)

Recorded evaluation configuration: {"N":5}. This record does not assert independent reproduction.

### NoT

Pretrain Accuracy: 66.58. Result ID: 6998ead65698665ec44f5518.

[Reporting paper](<https://www.sota2.com/research/paper/69896a26c97a0b3e3b5dc58a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa775a1e209131cea72a43.md>)

Recorded evaluation configuration: {"N":5}. This record does not assert independent reproduction.

### Halimi

Pretrain Accuracy: 66.58. Result ID: 6998ead65698665ec44f5519.

[Reporting paper](<https://www.sota2.com/research/paper/69896a26c97a0b3e3b5dc58a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70f41e209131cea4e622.md>)

Recorded evaluation configuration: {"N":5}. This record does not assert independent reproduction.

### MoDe

Pretrain Accuracy: 66.58. Result ID: 6998ead65698665ec44f551a.

[Reporting paper](<https://www.sota2.com/research/paper/69896a26c97a0b3e3b5dc58a.md>)

Recorded evaluation configuration: {"N":5}. This record does not assert independent reproduction.

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