# Image Reconstruction on MS-COCO 2017 (full set)

Source: [Image Reconstruction on MS-COCO 2017 (full set)](<https://www.sota2.com/research/sota/image-reconstruction-on-ms-coco-2017-full-set>)

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

Data updated: 2026-02-26T05:56:41.147Z

Evaluation of Image Reconstruction performance on the full set of the MS-COCO 2017 dataset, measured using PSNR, SSIM, and rFID.

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 Reconstruction |
| Dataset (including any stated split) | MS-COCO 2017 (full set) |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

- [PSNR](<https://www.sota2.com/research/sota/image-reconstruction-on-ms-coco-2017-full-set.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/image-reconstruction-on-ms-coco-2017-full-set.md?metric=SSIM>): Higher is better; unit: SCALAR.

- [rFID](<https://www.sota2.com/research/sota/image-reconstruction-on-ms-coco-2017-full-set.md?metric=rFID>): Lower is better; unit: SCALAR.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| UAE | 32.84 | Not recorded | 694a22519eebe296e72aab5c |
| UniFlow | 32.29 | Not recorded | 694a22519eebe296e72aab5c |
| Flux-VAE | 30.99 | Not recorded | 694a22519eebe296e72aab5c |
| SD3-VAE | 29.5 | Not recorded | 694a22519eebe296e72aab5c |
| UAE | 29.23 | Not recorded | 694a22519eebe296e72aab5c |
| SD-VAE | 25.43 | Not recorded | 694a22519eebe296e72aab5c |
| SD-VAE-EMA | 24.76 | Not recorded | 694a22519eebe296e72aab5c |
| RAE | 18.37 | Not recorded | 694a22519eebe296e72aab5c |

### UAE

PSNR: 32.84. Result ID: 699819195698665ec472f31e.

[Reporting paper](<https://www.sota2.com/research/paper/694a22519eebe296e72aab5c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/694a22519eebe296e72aab5c.md>)

[Implementation](<https://github.com/WeichenFan/UAE>)

Recorded evaluation configuration: {"Type":"Continuous","Ratio":"14","Resolution":"256x256","Backbone":"DINOv2-L"}. This record does not assert independent reproduction.

### UniFlow

PSNR: 32.29. Result ID: 699819195698665ec472f31d.

[Reporting paper](<https://www.sota2.com/research/paper/694a22519eebe296e72aab5c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c0a1e209131cea8c0b9.md>)

Recorded evaluation configuration: {"Type":"Continuous","Ratio":"14","Resolution":"256x256","Backbone":"DINOv2-L"}. This record does not assert independent reproduction.

### Flux-VAE

PSNR: 30.99. Result ID: 699819195698665ec472f31a.

[Reporting paper](<https://www.sota2.com/research/paper/694a22519eebe296e72aab5c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79a81e209131cea7eb79.md>)

Recorded evaluation configuration: {"Type":"Continuous","Ratio":"8","Resolution":"256x256"}. This record does not assert independent reproduction.

### SD3-VAE

PSNR: 29.5. Result ID: 699819195698665ec472f319.

[Reporting paper](<https://www.sota2.com/research/paper/694a22519eebe296e72aab5c.md>)

Recorded evaluation configuration: {"Type":"Continuous","Ratio":"8","Resolution":"256x256"}. This record does not assert independent reproduction.

### UAE

PSNR: 29.23. Result ID: 699819195698665ec472f31c.

[Reporting paper](<https://www.sota2.com/research/paper/694a22519eebe296e72aab5c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/694a22519eebe296e72aab5c.md>)

[Implementation](<https://github.com/WeichenFan/UAE>)

Recorded evaluation configuration: {"Type":"Continuous","Ratio":"14","Resolution":"256x256","Backbone":"DINOv2-B"}. This record does not assert independent reproduction.

### SD-VAE

PSNR: 25.43. Result ID: 699819195698665ec472f317.

[Reporting paper](<https://www.sota2.com/research/paper/694a22519eebe296e72aab5c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c391e209131cea32e4a.md>)

[Implementation](<https://github.com/CompVis/latent-diffusion>)

Recorded evaluation configuration: {"Type":"Continuous","Ratio":"8","Resolution":"256x256"}. This record does not assert independent reproduction.

### SD-VAE-EMA

PSNR: 24.76. Result ID: 699819195698665ec472f318.

[Reporting paper](<https://www.sota2.com/research/paper/694a22519eebe296e72aab5c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c391e209131cea32e4a.md>)

[Implementation](<https://github.com/CompVis/latent-diffusion>)

Recorded evaluation configuration: {"Type":"Continuous","Ratio":"8","Resolution":"256x256"}. This record does not assert independent reproduction.

### RAE

PSNR: 18.37. Result ID: 699819195698665ec472f31b.

[Reporting paper](<https://www.sota2.com/research/paper/694a22519eebe296e72aab5c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c221e209131cea8c9d0.md>)

Recorded evaluation configuration: {"Type":"Continuous","Ratio":"14","Resolution":"256x256","Backbone":"DINOv2-B"}. This record does not assert independent reproduction.

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