# Image Reconstruction on FFHQ (SSIM, LPIPS, ID-Sim)

Source: [Image Reconstruction on FFHQ (SSIM, LPIPS, ID-Sim)](<https://www.sota2.com/research/sota/image-reconstruction-on-ffhq-ssim-lpips-id-sim>)

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

Data updated: 2026-06-05T09:34:02.685Z

Evaluation of image reconstruction models on the FFHQ dataset, reporting SSIM, LPIPS, and ID-Sim metrics.

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) | FFHQ |
| Metric | SSIM |
| Unit | PERCENT |
| Direction | Higher 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

- [SSIM](<https://www.sota2.com/research/sota/image-reconstruction-on-ffhq-ssim-lpips-id-sim.md?metric=SSIM>): Higher is better; unit: PERCENT.

- [LPIPS](<https://www.sota2.com/research/sota/image-reconstruction-on-ffhq-ssim-lpips-id-sim.md?metric=LPIPS>): Lower is better; unit: SCALAR.

- [ID-Sim](<https://www.sota2.com/research/sota/image-reconstruction-on-ffhq-ssim-lpips-id-sim.md?metric=ID-Sim>): Higher is better; unit: PERCENT.

## Recorded results

| Method | SSIM | Result date | Report paper |
| --- | --- | --- | --- |
| Diff-CA | 61 | Not recorded | 6a22587c86173ad9c1468a4b |
| MM-cVAE | 37 | Not recorded | 6a22587c86173ad9c1468a4b |
| SepVAE | 35.8 | Not recorded | 6a22587c86173ad9c1468a4b |
| D.InfoGAN | 32.6 | Not recorded | 6a22587c86173ad9c1468a4b |

### Diff-CA

SSIM: 61. Result ID: 6a229808fbc373592c2117c0.

[Reporting paper](<https://www.sota2.com/research/paper/6a22587c86173ad9c1468a4b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a22587c86173ad9c1468a4b.md>)

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

### MM-cVAE

SSIM: 37. Result ID: 6a229808fbc373592c2117bd.

[Reporting paper](<https://www.sota2.com/research/paper/6a22587c86173ad9c1468a4b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bd71e209131cea307d2.md>)

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

### SepVAE

SSIM: 35.8. Result ID: 6a229808fbc373592c2117be.

[Reporting paper](<https://www.sota2.com/research/paper/6a22587c86173ad9c1468a4b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72d61e209131cea58d4d.md>)

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

### D.InfoGAN

SSIM: 32.6. Result ID: 6a229808fbc373592c2117bf.

[Reporting paper](<https://www.sota2.com/research/paper/6a22587c86173ad9c1468a4b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71fe1e209131cea53f84.md>)

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

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