# Image Classification on MNIST (Accuracy and Log Time)

Source: [Image Classification on MNIST (Accuracy and Log Time)](<https://www.sota2.com/research/sota/image-classification-on-mnist-accuracy-and-log-time>)

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

Data updated: 2026-02-26T05:48:42.018Z

Evaluation of Image Classification performance on the MNIST dataset, reporting both standard accuracy and the time taken to log results.

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 |
| Metric | Log Time |
| Unit | TIME |
| Direction | Lower is better |
| Results loaded | 10 of 10 |
| 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

- [Log Time](<https://www.sota2.com/research/sota/image-classification-on-mnist-accuracy-and-log-time.md?metric=Log%20Time>): Lower is better; unit: TIME.

- [Accuracy](<https://www.sota2.com/research/sota/image-classification-on-mnist-accuracy-and-log-time.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Log Time | Result date | Report paper |
| --- | --- | --- | --- |
| ESPRO | 2.12 | Not recorded | 692e7317d6b0dd3342932757 |
| SWAG | 2.51 | Not recorded | 692e7317d6b0dd3342932757 |
| LA LowRank | 2.86 | Not recorded | 692e7317d6b0dd3342932757 |
| SGLD | 2.97 | Not recorded | 692e7317d6b0dd3342932757 |
| LA GN | 3.57 | Not recorded | 692e7317d6b0dd3342932757 |
| MetricBNN | 3.61 | Not recorded | 692e7317d6b0dd3342932757 |
| Lin LA | 3.64 | Not recorded | 692e7317d6b0dd3342932757 |
| Riem Lin LA | 3.9 | Not recorded | 692e7317d6b0dd3342932757 |
| ENSEMBLES | 4.07 | Not recorded | 692e7317d6b0dd3342932757 |
| Riem LA | 5.22 | Not recorded | 692e7317d6b0dd3342932757 |

### ESPRO

Log Time: 2.12. Result ID: 699996625698665ec40a4b20.

[Reporting paper](<https://www.sota2.com/research/paper/692e7317d6b0dd3342932757.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b471e209131cea2d3e3.md>)

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

### SWAG

Log Time: 2.51. Result ID: 699996625698665ec40a4b21.

[Reporting paper](<https://www.sota2.com/research/paper/692e7317d6b0dd3342932757.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66e71e209131cea130c6.md>)

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

### LA LowRank

Log Time: 2.86. Result ID: 699996625698665ec40a4b1a.

[Reporting paper](<https://www.sota2.com/research/paper/692e7317d6b0dd3342932757.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bfe1e209131cea31830.md>)

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

### SGLD

Log Time: 2.97. Result ID: 699996625698665ec40a4b1f.

[Reporting paper](<https://www.sota2.com/research/paper/692e7317d6b0dd3342932757.md>)

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

### LA GN

Log Time: 3.57. Result ID: 699996625698665ec40a4b19.

[Reporting paper](<https://www.sota2.com/research/paper/692e7317d6b0dd3342932757.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bfe1e209131cea31830.md>)

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

### MetricBNN

Log Time: 3.61. Result ID: 699996625698665ec40a4b22.

[Reporting paper](<https://www.sota2.com/research/paper/692e7317d6b0dd3342932757.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692e7317d6b0dd3342932757.md>)

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

### Lin LA

Log Time: 3.64. Result ID: 699996625698665ec40a4b1c.

[Reporting paper](<https://www.sota2.com/research/paper/692e7317d6b0dd3342932757.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69541e209131cea2192f.md>)

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

### Riem Lin LA

Log Time: 3.9. Result ID: 699996625698665ec40a4b1d.

[Reporting paper](<https://www.sota2.com/research/paper/692e7317d6b0dd3342932757.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6faf1e209131cea46e23.md>)

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

### ENSEMBLES

Log Time: 4.07. Result ID: 699996625698665ec40a4b1e.

[Reporting paper](<https://www.sota2.com/research/paper/692e7317d6b0dd3342932757.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63bc1e209131cea0084f.md>)

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

### Riem LA

Log Time: 5.22. Result ID: 699996625698665ec40a4b1b.

[Reporting paper](<https://www.sota2.com/research/paper/692e7317d6b0dd3342932757.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6faf1e209131cea46e23.md>)

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

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