# Ghost Imaging Reconstruction on Moving MNIST

Source: [Ghost Imaging Reconstruction on Moving MNIST](<https://www.sota2.com/research/sota/ghost-imaging-reconstruction-on-moving-mnist>)

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

Data updated: 2026-05-12T14:55:52.770Z

Evaluation of models performing Ghost Imaging Reconstruction using the Moving MNIST dataset, typically measured using SSIM and MSE.

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 | Ghost Imaging Reconstruction |
| Dataset (including any stated split) | Moving MNIST |
| Metric | SSIM |
| Unit | SCALAR |
| 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

- [SSIM](<https://www.sota2.com/research/sota/ghost-imaging-reconstruction-on-moving-mnist.md?metric=SSIM>): Higher is better; unit: SCALAR.

- [MSE](<https://www.sota2.com/research/sota/ghost-imaging-reconstruction-on-moving-mnist.md?metric=MSE>): Lower is better; unit: OTHER.

## Recorded results

| Method | SSIM | Result date | Report paper |
| --- | --- | --- | --- |
| DynGhost | 0.9167 | Not recorded | 6a02b49adbc836b87d824e06 |
| U-Net | 0.8286 | Not recorded | 6a02b49adbc836b87d824e06 |
| CNN | 0.8248 | Not recorded | 6a02b49adbc836b87d824e06 |
| GhostGPT | 0.788 | Not recorded | 6a02b49adbc836b87d824e06 |
| FISTA | 0.3655 | Not recorded | 6a02b49adbc836b87d824e06 |
| PI | 0.0769 | Not recorded | 6a02b49adbc836b87d824e06 |
| DGI | 0.0579 | Not recorded | 6a02b49adbc836b87d824e06 |

### DynGhost

SSIM: 0.9167. Result ID: 6a033f6b47f34ce924e8354a.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b49adbc836b87d824e06.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b49adbc836b87d824e06.md>)

Recorded evaluation configuration: {"Time (ms)":"7.3"}. This record does not assert independent reproduction.

### U-Net

SSIM: 0.8286. Result ID: 6a033f6b47f34ce924e8354c.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b49adbc836b87d824e06.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61e11e209131ce9f653d.md>)

[Implementation](<http://lmb.informatik.uni-freiburg.de/people/ronneber/u-net>)

Recorded evaluation configuration: {"Time (ms)":"13.2"}. This record does not assert independent reproduction.

### CNN

SSIM: 0.8248. Result ID: 6a033f6b47f34ce924e8354d.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b49adbc836b87d824e06.md>)

Recorded evaluation configuration: {"Time (ms)":"8.9"}. This record does not assert independent reproduction.

### GhostGPT

SSIM: 0.788. Result ID: 6a033f6b47f34ce924e8354b.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b49adbc836b87d824e06.md>)

Recorded evaluation configuration: {"Time (ms)":"14.0"}. This record does not assert independent reproduction.

### FISTA

SSIM: 0.3655. Result ID: 6a033f6b47f34ce924e8354e.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b49adbc836b87d824e06.md>)

Recorded evaluation configuration: {"Time (ms)":"37,429.6"}. This record does not assert independent reproduction.

### PI

SSIM: 0.0769. Result ID: 6a033f6b47f34ce924e8354f.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b49adbc836b87d824e06.md>)

Recorded evaluation configuration: {"Time (ms)":"16,760.8"}. This record does not assert independent reproduction.

### DGI

SSIM: 0.0579. Result ID: 6a033f6b47f34ce924e83550.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b49adbc836b87d824e06.md>)

Recorded evaluation configuration: {"Time (ms)":"83.2"}. This record does not assert independent reproduction.

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