# Image Classification on MNIST (Data Sample Requirements Percentiles)

Source: [Image Classification on MNIST (Data Sample Requirements Percentiles)](<https://www.sota2.com/research/sota/image-classification-on-mnist-data-sample-requirements-percentiles>)

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

Data updated: 2026-02-26T05:40:33.280Z

Evaluation of Image Classification performance on the MNIST dataset, focusing on data efficiency by reporting the number of required data points at various percentiles (25th, 50th, 75th).

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 | Data Required (25th Percentile) |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 9 of 9 |
| 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

- [Data Required (25th Percentile)](<https://www.sota2.com/research/sota/image-classification-on-mnist-data-sample-requirements-percentiles.md?metric=Data%20Required%20(25th%20Percentile)>): Lower is better; unit: SCALAR.

- [Data Required (50th Percentile)](<https://www.sota2.com/research/sota/image-classification-on-mnist-data-sample-requirements-percentiles.md?metric=Data%20Required%20(50th%20Percentile)>): Lower is better; unit: SCALAR.

- [Data Required (75th Percentile)](<https://www.sota2.com/research/sota/image-classification-on-mnist-data-sample-requirements-percentiles.md?metric=Data%20Required%20(75th%20Percentile)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Data Required (25th Percentile) | Result date | Report paper |
| --- | --- | --- | --- |
| GOIMDA | 88 | Not recorded | 699d30a06017c4460ffab511 |
| BALD | 104 | Not recorded | 699d30a06017c4460ffab511 |
| Random | 138 | Not recorded | 699d30a06017c4460ffab511 |
| GOIMDA | 374 | Not recorded | 699d30a06017c4460ffab511 |
| BALD | 432 | Not recorded | 699d30a06017c4460ffab511 |
| Random | 846 | Not recorded | 699d30a06017c4460ffab511 |
| GOIMDA | 1060 | Not recorded | 699d30a06017c4460ffab511 |
| BALD | 1514 | Not recorded | 699d30a06017c4460ffab511 |
| Random | 4265 | Not recorded | 699d30a06017c4460ffab511 |

### GOIMDA

Data Required (25th Percentile): 88. Result ID: 699e505a5698665ec40f6913.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a06017c4460ffab511.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699d30a06017c4460ffab511.md>)

Recorded evaluation configuration: {"Target Accuracy":"80%"}. This record does not assert independent reproduction.

### BALD

Data Required (25th Percentile): 104. Result ID: 699e505a5698665ec40f6916.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a06017c4460ffab511.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63351e209131ce9fd71c.md>)

Recorded evaluation configuration: {"Target Accuracy":"80%"}. This record does not assert independent reproduction.

### Random

Data Required (25th Percentile): 138. Result ID: 699e505a5698665ec40f6919.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a06017c4460ffab511.md>)

Recorded evaluation configuration: {"Target Accuracy":"80%"}. This record does not assert independent reproduction.

### GOIMDA

Data Required (25th Percentile): 374. Result ID: 699e505a5698665ec40f6914.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a06017c4460ffab511.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699d30a06017c4460ffab511.md>)

Recorded evaluation configuration: {"Target Accuracy":"90%"}. This record does not assert independent reproduction.

### BALD

Data Required (25th Percentile): 432. Result ID: 699e505a5698665ec40f6917.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a06017c4460ffab511.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63351e209131ce9fd71c.md>)

Recorded evaluation configuration: {"Target Accuracy":"90%"}. This record does not assert independent reproduction.

### Random

Data Required (25th Percentile): 846. Result ID: 699e505a5698665ec40f691a.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a06017c4460ffab511.md>)

Recorded evaluation configuration: {"Target Accuracy":"90%"}. This record does not assert independent reproduction.

### GOIMDA

Data Required (25th Percentile): 1060. Result ID: 699e505a5698665ec40f6915.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a06017c4460ffab511.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699d30a06017c4460ffab511.md>)

Recorded evaluation configuration: {"Target Accuracy":"95%"}. This record does not assert independent reproduction.

### BALD

Data Required (25th Percentile): 1514. Result ID: 699e505a5698665ec40f6918.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a06017c4460ffab511.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63351e209131ce9fd71c.md>)

Recorded evaluation configuration: {"Target Accuracy":"95%"}. This record does not assert independent reproduction.

### Random

Data Required (25th Percentile): 4265. Result ID: 699e505a5698665ec40f691b.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a06017c4460ffab511.md>)

Recorded evaluation configuration: {"Target Accuracy":"95%"}. This record does not assert independent reproduction.

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