# Image Reconstruction on FFHQ No glasses Source: [Image Reconstruction on FFHQ No glasses]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:48:17.459Z Evaluation of image reconstruction models on the FFHQ dataset subset specifically excluding images containing glasses, measured using perceptual, structural, and identity similarity 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 No glasses | | Metric | LPIPS | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 18 of 18 | | 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 - [LPIPS](): Lower is better; unit: SCALAR. - [MSE](): Lower is better; unit: SCALAR. - [MS-SSIM](): Higher is better; unit: SCALAR. - [ID-sim](): Higher is better; unit: SCALAR. - [FID](): Lower is better; unit: SCALAR. ## Recorded results | Method | LPIPS | Result date | Report paper | | --- | --- | --- | --- | | DiffAE | 0.014 | Not recorded | 6940e7ce456146936284faed | | pSp-cs-Ref | 0.019 | Not recorded | 6940e7ce456146936284faed | | SFE | 0.023 | Not recorded | 6940e7ce456146936284faed | | TIME | 0.025 | Not recorded | 6940e7ce456146936284faed | | FS | 0.069 | Not recorded | 6940e7ce456146936284faed | | StyleRes | 0.08 | Not recorded | 6940e7ce456146936284faed | | Hyperstyle | 0.086 | Not recorded | 6940e7ce456146936284faed | | Asyrp | 0.134 | Not recorded | 6940e7ce456146936284faed | | pSp | 0.147 | Not recorded | 6940e7ce456146936284faed | | ID-invert | 0.147 | Not recorded | 6940e7ce456146936284faed | | Stylespace | 0.163 | Not recorded | 6940e7ce456146936284faed | | StyleGAN3-pSp | 0.174 | Not recorded | 6940e7ce456146936284faed | | H-space-cs | 0.179 | Not recorded | 6940e7ce456146936284faed | | Restyle | 0.187 | Not recorded | 6940e7ce456146936284faed | | DiffAE-cs | 0.188 | Not recorded | 6940e7ce456146936284faed | | e4e | 0.191 | Not recorded | 6940e7ce456146936284faed | | pSp-cs | 0.196 | Not recorded | 6940e7ce456146936284faed | | StyleGAN3-e4e | 0.223 | Not recorded | 6940e7ce456146936284faed | ### DiffAE LPIPS: 0.014. Result ID: 69984d065698665ec4aa681d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture Type":"Diffusion based"}. This record does not assert independent reproduction. ### pSp-cs-Ref LPIPS: 0.019. Result ID: 69984d065698665ec4aa6822. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture Type":"Counter-factual Separation model","Inference Mode":"Reference-based"}. This record does not assert independent reproduction. ### SFE LPIPS: 0.023. Result ID: 69984d065698665ec4aa681b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture Type":"StyleGAN encoder"}. This record does not assert independent reproduction. ### TIME LPIPS: 0.025. Result ID: 69984d065698665ec4aa681c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture Type":"Diffusion based"}. This record does not assert independent reproduction. ### FS LPIPS: 0.069. Result ID: 69984d065698665ec4aa6817. [Reporting paper]() Recorded evaluation configuration: {"Architecture Type":"StyleGAN encoder"}. This record does not assert independent reproduction. ### StyleRes LPIPS: 0.08. Result ID: 69984d065698665ec4aa6818. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture Type":"StyleGAN encoder"}. This record does not assert independent reproduction. ### Hyperstyle LPIPS: 0.086. Result ID: 69984d065698665ec4aa6813. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture Type":"StyleGAN encoder"}. This record does not assert independent reproduction. ### Asyrp LPIPS: 0.134. Result ID: 69984d065698665ec4aa681e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture Type":"Diffusion based"}. This record does not assert independent reproduction. ### pSp LPIPS: 0.147. Result ID: 69984d065698665ec4aa6812. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture Type":"StyleGAN encoder"}. This record does not assert independent reproduction. ### ID-invert LPIPS: 0.147. Result ID: 69984d065698665ec4aa6814. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture Type":"StyleGAN encoder"}. This record does not assert independent reproduction. ### Stylespace LPIPS: 0.163. Result ID: 69984d065698665ec4aa6816. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture Type":"StyleGAN encoder"}. This record does not assert independent reproduction. ### StyleGAN3-pSp LPIPS: 0.174. Result ID: 69984d065698665ec4aa681a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture Type":"StyleGAN encoder","Backbone":"StyleGAN3"}. This record does not assert independent reproduction. ### H-space-cs LPIPS: 0.179. Result ID: 69984d065698665ec4aa6820. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture Type":"Counter-factual Separation model"}. This record does not assert independent reproduction. ### Restyle LPIPS: 0.187. Result ID: 69984d065698665ec4aa6815. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture Type":"StyleGAN encoder"}. This record does not assert independent reproduction. ### DiffAE-cs LPIPS: 0.188. Result ID: 69984d065698665ec4aa681f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture Type":"Counter-factual Separation model"}. This record does not assert independent reproduction. ### e4e LPIPS: 0.191. Result ID: 69984d065698665ec4aa6811. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture Type":"StyleGAN encoder"}. This record does not assert independent reproduction. ### pSp-cs LPIPS: 0.196. Result ID: 69984d065698665ec4aa6821. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture Type":"Counter-factual Separation model"}. This record does not assert independent reproduction. ### StyleGAN3-e4e LPIPS: 0.223. Result ID: 69984d065698665ec4aa6819. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture Type":"StyleGAN encoder","Backbone":"StyleGAN3"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.