# Ghost Imaging Reconstruction on Moving CIFAR-10

Source: [Ghost Imaging Reconstruction on Moving CIFAR-10](<https://www.sota2.com/research/sota/ghost-imaging-reconstruction-on-moving-cifar-10>)

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

Data updated: 2026-05-12T14:55:52.791Z

Evaluation of Ghost Imaging Reconstruction performance using SSIM and MSE metrics on the Moving CIFAR-10 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 | Ghost Imaging Reconstruction |
| Dataset (including any stated split) | Moving CIFAR-10 |
| Metric | SSIM |
| 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

- [SSIM](<https://www.sota2.com/research/sota/ghost-imaging-reconstruction-on-moving-cifar-10.md?metric=SSIM>): Higher is better; unit: PERCENT.

- [MSE](<https://www.sota2.com/research/sota/ghost-imaging-reconstruction-on-moving-cifar-10.md?metric=MSE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | SSIM | Result date | Report paper |
| --- | --- | --- | --- |
| DynGhost | 74.07 | Not recorded | 6a02b49adbc836b87d824e06 |
| GhostGPT | 74.06 | Not recorded | 6a02b49adbc836b87d824e06 |
| CNN | 61.3 | Not recorded | 6a02b49adbc836b87d824e06 |
| U-Net | 48.83 | Not recorded | 6a02b49adbc836b87d824e06 |
| DGI | 46.84 | Not recorded | 6a02b49adbc836b87d824e06 |
| PI | 32.85 | Not recorded | 6a02b49adbc836b87d824e06 |
| FISTA | 23.34 | Not recorded | 6a02b49adbc836b87d824e06 |

### DynGhost

SSIM: 74.07. Result ID: 6a033f6b47f34ce924e83551.

[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)":"89.1"}. This record does not assert independent reproduction.

### GhostGPT

SSIM: 74.06. Result ID: 6a033f6b47f34ce924e83552.

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

Recorded evaluation configuration: {"Time (ms)":"13.8"}. This record does not assert independent reproduction.

### CNN

SSIM: 61.3. Result ID: 6a033f6b47f34ce924e83553.

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

Recorded evaluation configuration: {"Time (ms)":"16.6"}. This record does not assert independent reproduction.

### U-Net

SSIM: 48.83. Result ID: 6a033f6b47f34ce924e83554.

[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)":"10.0"}. This record does not assert independent reproduction.

### DGI

SSIM: 46.84. Result ID: 6a033f6b47f34ce924e83555.

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

Recorded evaluation configuration: {"Time (ms)":"90.0"}. This record does not assert independent reproduction.

### PI

SSIM: 32.85. Result ID: 6a033f6b47f34ce924e83556.

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

Recorded evaluation configuration: {"Time (ms)":"14,901.1"}. This record does not assert independent reproduction.

### FISTA

SSIM: 23.34. Result ID: 6a033f6b47f34ce924e83557.

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

Recorded evaluation configuration: {"Time (ms)":"38,887.3"}. This record does not assert independent reproduction.

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