# Image Classification on MNIST LN 0.4 (test)

Source: [Image Classification on MNIST LN 0.4 (test)](<https://www.sota2.com/research/sota/image-classification-on-mnist-ln-0-4-test>)

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

Data updated: 2026-02-26T05:51:50.585Z

Evaluation of Image Classification performance on the MNIST test set corrupted or modified by the LN 0.4 condition.

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 LN 0.4 (test) |
| Metric | Mean Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [Mean Accuracy](<https://www.sota2.com/research/sota/image-classification-on-mnist-ln-0-4-test.md?metric=Mean%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Mean Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| GIW | 88.84 | Not recorded | 68fa71131e209131cea4f1d5 |
| Pretrain-val | 83.26 | Not recorded | 68fa71131e209131cea4f1d5 |
| Reweight | 81.01 | Not recorded | 68fa71131e209131cea4f1d5 |
| Val-only | 79.86 | Not recorded | 68fa71131e209131cea4f1d5 |
| R-DIW | 75.76 | Not recorded | 68fa71131e209131cea4f1d5 |
| MW-Net | 75.6 | Not recorded | 68fa71131e209131cea4f1d5 |
| DIW | 72.12 | Not recorded | 68fa71131e209131cea4f1d5 |

### GIW

Mean Accuracy: 88.84. Result ID: 69917c183a6c314849087514.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71131e209131cea4f1d5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71131e209131cea4f1d5.md>)

[Implementation](<https://github.com/TongtongFANG/GIW>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Pretrain-val

Mean Accuracy: 83.26. Result ID: 69917c183a6c31484908750f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71131e209131cea4f1d5.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Reweight

Mean Accuracy: 81.01. Result ID: 69917c183a6c314849087510.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71131e209131cea4f1d5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65be1e209131cea0c1af.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Val-only

Mean Accuracy: 79.86. Result ID: 69917c183a6c31484908750e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71131e209131cea4f1d5.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### R-DIW

Mean Accuracy: 75.76. Result ID: 69917c183a6c314849087512.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71131e209131cea4f1d5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa4f331e209131ce961818.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MW-Net

Mean Accuracy: 75.6. Result ID: 69917c183a6c314849087511.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71131e209131cea4f1d5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66791e209131cea1067e.md>)

[Implementation](<https://github.com/xjtushujun/meta-weight-net>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DIW

Mean Accuracy: 72.12. Result ID: 69917c183a6c314849087513.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71131e209131cea4f1d5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68a61e209131cea1d6bc.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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