# Image Reconstruction on ImageNet-1K (full set)

Source: [Image Reconstruction on ImageNet-1K (full set)](<https://www.sota2.com/research/sota/image-reconstruction-on-imagenet-1k-full-set>)

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

Data updated: 2026-02-26T05:56:41.131Z

Evaluation of image reconstruction models on the full set of the ImageNet-1K 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) | ImageNet-1K (full set) |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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-imagenet-1k-full-set.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/image-reconstruction-on-imagenet-1k-full-set.md?metric=SSIM>): Higher is better; unit: SCALAR.

- [rFID](<https://www.sota2.com/research/sota/image-reconstruction-on-imagenet-1k-full-set.md?metric=rFID>): Lower is better; unit: SCALAR.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| UAE | 33.08 | Not recorded | 694a22519eebe296e72aab5c |
| UniFlow | 32.32 | Not recorded | 694a22519eebe296e72aab5c |
| Flux-VAE | 31.07 | Not recorded | 694a22519eebe296e72aab5c |
| UAE | 29.65 | Not recorded | 694a22519eebe296e72aab5c |
| SD3-VAE | 29.58 | Not recorded | 694a22519eebe296e72aab5c |
| SD-VAE | 25.68 | Not recorded | 694a22519eebe296e72aab5c |
| SD-VAE-EMA | 24.99 | Not recorded | 694a22519eebe296e72aab5c |
| UniLIP | 22.99 | Not recorded | 694a22519eebe296e72aab5c |
| DualViTok | 22.53 | Not recorded | 694a22519eebe296e72aab5c |
| TokenFlow | 21.41 | Not recorded | 694a22519eebe296e72aab5c |
| RAE | 18.05 | Not recorded | 694a22519eebe296e72aab5c |
| EMU2 | 13.49 | Not recorded | 694a22519eebe296e72aab5c |

### UAE

PSNR: 33.08. Result ID: 699819195698665ec472f316.

[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: 32.32. Result ID: 699819195698665ec472f315.

[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: 31.07. Result ID: 699819195698665ec472f30e.

[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.

### UAE

PSNR: 29.65. Result ID: 699819195698665ec472f314.

[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.

### SD3-VAE

PSNR: 29.58. Result ID: 699819195698665ec472f30d.

[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.

### SD-VAE

PSNR: 25.68. Result ID: 699819195698665ec472f30b.

[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: 24.99. Result ID: 699819195698665ec472f30c.

[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.

### UniLIP

PSNR: 22.99. Result ID: 699819195698665ec472f312.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bfc1e209131cea8ba72.md>)

Recorded evaluation configuration: {"Type":"Continuous","Ratio":"32","Resolution":"256x256"}. This record does not assert independent reproduction.

### DualViTok

PSNR: 22.53. Result ID: 699819195698665ec472f310.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa77ca1e209131cea755aa.md>)

Recorded evaluation configuration: {"Type":"Discrete","Ratio":"16","Resolution":"256x256"}. This record does not assert independent reproduction.

### TokenFlow

PSNR: 21.41. Result ID: 699819195698665ec472f30f.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a741e209131cea835a3.md>)

[Implementation](<https://byteflow-ai.github.io/TokenFlow/>)

Recorded evaluation configuration: {"Type":"Discrete","Ratio":"16","Resolution":"256x256"}. This record does not assert independent reproduction.

### RAE

PSNR: 18.05. Result ID: 699819195698665ec472f313.

[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.

### EMU2

PSNR: 13.49. Result ID: 699819195698665ec472f311.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa732a1e209131cea5add9.md>)

[Implementation](<https://github.com/baaivision/Emu>)

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

Page 1 of 1. This is an index page, not the full collection.