# Inpainting (random) on ImageNet Source: [Inpainting (random) on ImageNet]() Collection index: [llms.txt]() Data updated: 2026-03-04T14:28:18.193Z Evaluation of image inpainting performance on the ImageNet dataset using random masking strategies, measured by PSNR, SSIM, and LPIPS. 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 | Inpainting (random) | | Dataset (including any stated split) | ImageNet | | Metric | PSNR | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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. - [SSIM](): Higher is better; unit: SCALAR. - [LPIPS](): Lower is better; unit: SCALAR. ## Recorded results | Method | PSNR | Result date | Report paper | | --- | --- | --- | --- | | SITCOM | 29.726 | Not recorded | 69a66c632d603e6de3e3d232 | | NFC | 28.6 | Not recorded | 698180e2a8b01e76cc8e20aa | | DAPS | 28.44 | Not recorded | 698180e2a8b01e76cc8e20aa | | FAST-DIPS | 28.353 | Not recorded | 69a66c632d603e6de3e3d232 | | DAPS | 27.677 | Not recorded | 69a66c632d603e6de3e3d232 | | Resample | 27.5 | Not recorded | 698180e2a8b01e76cc8e20aa | | Latent FAST-DIPS | 27.245 | Not recorded | 69a66c632d603e6de3e3d232 | | ReSample | 26.916 | Not recorded | 69a66c632d603e6de3e3d232 | | DDRM | 26.34 | Not recorded | 698180e2a8b01e76cc8e20aa | | HRDIS | 24.614 | Not recorded | 69a66c632d603e6de3e3d232 | | FPS | 24.52 | Not recorded | 698180e2a8b01e76cc8e20aa | | DDNM | 23.64 | Not recorded | 698180e2a8b01e76cc8e20aa | | DPS | 23.52 | Not recorded | 698180e2a8b01e76cc8e20aa | | PSLD | 22.761 | Not recorded | 69a66c632d603e6de3e3d232 | | LatentDAPS | 22.695 | Not recorded | 69a66c632d603e6de3e3d232 | | DCDP | 20.55 | Not recorded | 698180e2a8b01e76cc8e20aa | | C-ΠGDM | 18.253 | Not recorded | 69a66c632d603e6de3e3d232 | ### SITCOM PSNR: 29.726. Result ID: 69a8417e6dbb7075b94f1090. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Pixel","Run-time (s)":"106.182"}. This record does not assert independent reproduction. ### NFC PSNR: 28.6. Result ID: 699775b15698665ec4c9d520. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DAPS PSNR: 28.44. Result ID: 699775b15698665ec4c9d519. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FAST-DIPS PSNR: 28.353. Result ID: 69a8417e6dbb7075b94f1093. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Pixel","Run-time (s)":"5.857"}. This record does not assert independent reproduction. ### DAPS PSNR: 27.677. Result ID: 69a8417e6dbb7075b94f108f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Pixel","Run-time (s)":"82.617"}. This record does not assert independent reproduction. ### Resample PSNR: 27.5. Result ID: 699775b15698665ec4c9d51f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Latent FAST-DIPS PSNR: 27.245. Result ID: 69a8417e6dbb7075b94f1097. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Latent","Run-time (s)":"46.454"}. This record does not assert independent reproduction. ### ReSample PSNR: 26.916. Result ID: 69a8417e6dbb7075b94f1096. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Latent","Run-time (s)":"315.707"}. This record does not assert independent reproduction. ### DDRM PSNR: 26.34. Result ID: 699775b15698665ec4c9d51c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HRDIS PSNR: 24.614. Result ID: 69a8417e6dbb7075b94f1092. [Reporting paper]() Recorded evaluation configuration: {"Type":"Pixel","Run-time (s)":"9.703"}. This record does not assert independent reproduction. ### FPS PSNR: 24.52. Result ID: 699775b15698665ec4c9d51e. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DDNM PSNR: 23.64. Result ID: 699775b15698665ec4c9d51b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DPS PSNR: 23.52. Result ID: 699775b15698665ec4c9d51d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PSLD PSNR: 22.761. Result ID: 69a8417e6dbb7075b94f1095. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Latent","Run-time (s)":"146.022"}. This record does not assert independent reproduction. ### LatentDAPS PSNR: 22.695. Result ID: 69a8417e6dbb7075b94f1094. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Latent","Run-time (s)":"95.442"}. This record does not assert independent reproduction. ### DCDP PSNR: 20.55. Result ID: 699775b15698665ec4c9d51a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### C-ΠGDM PSNR: 18.253. Result ID: 69a8417e6dbb7075b94f1091. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Pixel","Run-time (s)":"3.613"}. 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