# 4x Super-resolution on ImageNet 64 Source: [4x Super-resolution on ImageNet 64]() Collection index: [llms.txt]() Data updated: 2026-06-16T11:16:25.796Z Evaluation of 4x Super-resolution models on the ImageNet 64 dataset, assessed using a comprehensive set of metrics including PSNR, SSIM, LPIPS, FID, and specialized MMD/CRPS variants. 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 | Super-resolution (4x) | | Dataset (including any stated split) | ImageNet 64 | | Metric | PSNR | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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. - [FID](): Lower is better; unit: SCALAR. - [MMD (pix variant)](): Lower is better; unit: SCALAR. - [MMD (Inc variant)](): Lower is better; unit: SCALAR. - [CRPS (pix variant)](): Lower is better; unit: SCALAR. - [CRPS (Inc variant)](): Lower is better; unit: SCALAR. ## Recorded results | Method | PSNR | Result date | Report paper | | --- | --- | --- | --- | | EPS | 22.78 | Not recorded | 6a30d925d33dfb23e783d381 | | DDNM | 21.1 | Not recorded | 6a30d925d33dfb23e783d381 | | EPS | 20.9 | Not recorded | 6a30d925d33dfb23e783d381 | | MPGD | 20.57 | Not recorded | 6a30d925d33dfb23e783d381 | | ΠGDM | 20.25 | Not recorded | 6a30d925d33dfb23e783d381 | | EPS | 20.25 | Not recorded | 6a30d925d33dfb23e783d381 | | Palette | 20.24 | Not recorded | 6a30d925d33dfb23e783d381 | | DPS | 19.59 | Not recorded | 6a30d925d33dfb23e783d381 | | DAPS | 18.46 | Not recorded | 6a30d925d33dfb23e783d381 | ### EPS PSNR: 22.78. Result ID: 6a31306ffbc373592c2e9225. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"1","one-shot Tweedie evaluation":"true"}. This record does not assert independent reproduction. ### DDNM PSNR: 21.1. Result ID: 6a31306ffbc373592c2e921f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"NFE":"100"}. This record does not assert independent reproduction. ### EPS PSNR: 20.9. Result ID: 6a31306ffbc373592c2e9224. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"20"}. This record does not assert independent reproduction. ### MPGD PSNR: 20.57. Result ID: 6a31306ffbc373592c2e9221. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"100"}. This record does not assert independent reproduction. ### ΠGDM PSNR: 20.25. Result ID: 6a31306ffbc373592c2e9220. [Reporting paper]() Recorded evaluation configuration: {"NFE":"100"}. This record does not assert independent reproduction. ### EPS PSNR: 20.25. Result ID: 6a31306ffbc373592c2e9223. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"100"}. This record does not assert independent reproduction. ### Palette PSNR: 20.24. Result ID: 6a31306ffbc373592c2e9222. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"NFE":"100"}. This record does not assert independent reproduction. ### DPS PSNR: 19.59. Result ID: 6a31306ffbc373592c2e921d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"250"}. This record does not assert independent reproduction. ### DAPS PSNR: 18.46. Result ID: 6a31306ffbc373592c2e921e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"100"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.