# Image Classification on MNIST 1000

Source: [Image Classification on MNIST 1000](<https://www.sota2.com/research/sota/image-classification-on-mnist-1000>)

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

Data updated: 2026-02-26T05:28:04.161Z

Evaluation of Image Classification performance on the MNIST 1000 subset/version of the MNIST dataset.

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 1000 |
| 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-1000.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| SLAPS | 94.66 | Not recorded | 68fa6b2d1e209131cea2c9bb |
| DeepWalk | 94.55 | Not recorded | 68fa6b2d1e209131cea2c9bb |
| GLCN | 94.28 | Not recorded | 68fa6b2d1e209131cea2c9bb |
| ManiReg | 92.74 | Not recorded | 68fa6b2d1e209131cea2c9bb |
| GAT | 92.11 | Not recorded | 68fa6b2d1e209131cea2c9bb |
| GCN | 90.59 | Not recorded | 68fa6b2d1e209131cea2c9bb |
| LP | 79.28 | Not recorded | 68fa6b2d1e209131cea2c9bb |

### SLAPS

Accuracy: 94.66. Result ID: 698e68c7ffc3901de09d5d21.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2d1e209131cea2c9bb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2d1e209131cea2c9bb.md>)

[Implementation](<https://github.com/BorealisAI/SLAPS-GNN>)

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

### DeepWalk

Accuracy: 94.55. Result ID: 698e68c7ffc3901de09d5d1d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2d1e209131cea2c9bb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61691e209131ce9f4333.md>)

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

### GLCN

Accuracy: 94.28. Result ID: 698e68c7ffc3901de09d5d20.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2d1e209131cea2c9bb.md>)

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

### ManiReg

Accuracy: 92.74. Result ID: 698e68c7ffc3901de09d5d1b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2d1e209131cea2c9bb.md>)

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

### GAT

Accuracy: 92.11. Result ID: 698e68c7ffc3901de09d5d1f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2d1e209131cea2c9bb.md>)

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

### GCN

Accuracy: 90.59. Result ID: 698e68c7ffc3901de09d5d1e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2d1e209131cea2c9bb.md>)

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

### LP

Accuracy: 79.28. Result ID: 698e68c7ffc3901de09d5d1c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2d1e209131cea2c9bb.md>)

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

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