# Image Classification on MNIST LN 0.2 (test)

Source: [Image Classification on MNIST LN 0.2 (test)](<https://www.sota2.com/research/sota/image-classification-on-mnist-ln-0-2-test>)

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

Data updated: 2026-02-26T05:29:12.456Z

Evaluation of Image Classification performance on the MNIST LN 0.2 test split, reporting Mean accuracy.

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 0.2 (test) |
| Metric | 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

- [Accuracy](<https://www.sota2.com/research/sota/image-classification-on-mnist-ln-0-2-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| GIW | 91.44 | Not recorded | 68fa71131e209131cea4f1d5 |
| Reweight | 86.69 | Not recorded | 68fa71131e209131cea4f1d5 |
| Pretrain-val | 85.08 | Not recorded | 68fa71131e209131cea4f1d5 |
| Val-only | 79.86 | Not recorded | 68fa71131e209131cea4f1d5 |
| R-DIW | 78.36 | Not recorded | 68fa71131e209131cea4f1d5 |
| MW-Net | 78.16 | Not recorded | 68fa71131e209131cea4f1d5 |
| DIW | 75.96 | Not recorded | 68fa71131e209131cea4f1d5 |

### GIW

Accuracy: 91.44. Result ID: 69917c183a6c31484908750d.

[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.

### Reweight

Accuracy: 86.69. Result ID: 69917c183a6c314849087509.

[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.

### Pretrain-val

Accuracy: 85.08. Result ID: 69917c183a6c314849087508.

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

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

### Val-only

Accuracy: 79.86. Result ID: 69917c183a6c314849087507.

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

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

### R-DIW

Accuracy: 78.36. Result ID: 69917c183a6c31484908750b.

[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

Accuracy: 78.16. Result ID: 69917c183a6c31484908750a.

[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

Accuracy: 75.96. Result ID: 69917c183a6c31484908750c.

[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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