# Masked-image inpainting on MNIST

Source: [Masked-image inpainting on MNIST](<https://www.sota2.com/research/sota/masked-image-inpainting-on-mnist>)

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

Data updated: 2026-07-07T10:22:06.214Z

Evaluation of generative model performance for filling in masked regions of images using the standard MNIST dataset, measured by FID and KID.

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 | Masked-image inpainting |
| Dataset (including any stated split) | MNIST |
| Metric | FID |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 4 of 4 |
| 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

- [FID](<https://www.sota2.com/research/sota/masked-image-inpainting-on-mnist.md?metric=FID>): Lower is better; unit: SCALAR.

- [KID](<https://www.sota2.com/research/sota/masked-image-inpainting-on-mnist.md?metric=KID>): Lower is better; unit: SCALAR.

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| MoEMA | 0.052 | Not recorded | 6a4c882e85dba69fef8b2b7d |
| StaticMA | 0.059 | Not recorded | 6a4c882e85dba69fef8b2b7d |
| SimpleAvg | 0.062 | Not recorded | 6a4c882e85dba69fef8b2b7d |
| BestSingle | 0.192 | Not recorded | 6a4c882e85dba69fef8b2b7d |

### MoEMA

FID: 0.052. Result ID: 6a4cd33a60b88bb339ca7822.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c882e85dba69fef8b2b7d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a4c882e85dba69fef8b2b7d.md>)

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

### StaticMA

FID: 0.059. Result ID: 6a4cd33a60b88bb339ca7821.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c882e85dba69fef8b2b7d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a4c882e85dba69fef8b2b7d.md>)

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

### SimpleAvg

FID: 0.062. Result ID: 6a4cd33a60b88bb339ca7820.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c882e85dba69fef8b2b7d.md>)

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

### BestSingle

FID: 0.192. Result ID: 6a4cd33a60b88bb339ca781f.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c882e85dba69fef8b2b7d.md>)

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

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