# Image Reconstruction on ImageNet1K Source: [Image Reconstruction on ImageNet1K]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:55:32.855Z Evaluation of image reconstruction models using the standard ImageNet 1K 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 | Image Reconstruction | | Dataset (including any stated split) | ImageNet1K | | Metric | PSNR | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 10 of 10 | | 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](): Higher is better; unit: SCALAR. - [FFT2D](): Higher is better; unit: SCALAR. - [LPIPS](): Lower is better; unit: SCALAR. ## Recorded results | Method | PSNR | Result date | Report paper | | --- | --- | --- | --- | | GradViT | 15.515 | Not recorded | 68fa6c1b1e209131cea323af | | GradViT | 13.252 | Not recorded | 68fa6c1b1e209131cea323af | | GradInversion | 12.929 | Not recorded | 68fa6c1b1e209131cea323af | | Inverting Gradients | 11.703 | Not recorded | 68fa6c1b1e209131cea323af | | GradViT | 11.635 | Not recorded | 68fa6c1b1e209131cea323af | | GradInversion | 10.824 | Not recorded | 68fa6c1b1e209131cea323af | | Deep Gradient Leakage | 10.252 | Not recorded | 68fa6c1b1e209131cea323af | | Latent projection | 10.149 | Not recorded | 68fa6c1b1e209131cea323af | | DeepInversion | 10.131 | Not recorded | 68fa6c1b1e209131cea323af | | Random Noise | 1.351 | Not recorded | 68fa6c1b1e209131cea323af | ### GradViT PSNR: 15.515. Result ID: 698ed79dffc3901de0a1f710. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Network":"ViT-B/16","Type":"ViT","Need Original Labels":"No","GAN-Based":"No"}. This record does not assert independent reproduction. ### GradViT PSNR: 13.252. Result ID: 698ed79dffc3901de0a1f70f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Network":"DeiT-B/16","Type":"ViT","Need Original Labels":"No","GAN-Based":"No"}. This record does not assert independent reproduction. ### GradInversion PSNR: 12.929. Result ID: 698ed79dffc3901de0a1f70c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ResNet-50","Type":"CNN","Need Original Labels":"No","GAN-Based":"No"}. This record does not assert independent reproduction. ### Inverting Gradients PSNR: 11.703. Result ID: 698ed79dffc3901de0a1f70b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ResNet-50","Type":"CNN","Need Original Labels":"Yes","GAN-Based":"No"}. This record does not assert independent reproduction. ### GradViT PSNR: 11.635. Result ID: 698ed79dffc3901de0a1f70e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Network":"ResNet-50","Type":"CNN","Need Original Labels":"No","GAN-Based":"No"}. This record does not assert independent reproduction. ### GradInversion PSNR: 10.824. Result ID: 698ed79dffc3901de0a1f70d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ViT-B/16","Type":"ViT","Need Original Labels":"No","GAN-Based":"No"}. This record does not assert independent reproduction. ### Deep Gradient Leakage PSNR: 10.252. Result ID: 698ed79dffc3901de0a1f70a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ResNet-50","Type":"CNN","Need Original Labels":"No","GAN-Based":"No"}. This record does not assert independent reproduction. ### Latent projection PSNR: 10.149. Result ID: 698ed79dffc3901de0a1f708. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Network":"BigGAN","Type":"CNN","Need Original Labels":"Yes","GAN-Based":"Yes"}. This record does not assert independent reproduction. ### DeepInversion PSNR: 10.131. Result ID: 698ed79dffc3901de0a1f709. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ResNet-50","Type":"CNN","Need Original Labels":"Yes","GAN-Based":"No"}. This record does not assert independent reproduction. ### Random Noise PSNR: 1.351. Result ID: 698ed79dffc3901de0a1f707. [Reporting paper]() Recorded evaluation configuration: {"Network":"null","Type":"null","Need Original Labels":"No","GAN-Based":"No"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.