# Image Enhancement on MIT-Adobe-5K DPE Source: [Image Enhancement on MIT-Adobe-5K DPE]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:55:25.333Z Evaluation of Image Enhancement performance on the MIT-Adobe-5K DPE dataset, measured using 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 | Image Enhancement | | Dataset (including any stated split) | MIT-Adobe-5K DPE | | Metric | PSNR | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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 | | --- | --- | --- | --- | | DeepLPF (U-Net+Cubic-20+Elliptical+Graduated) | 23.93 | Not recorded | 68fa67571e209131cea15b15 | | DPE | 23.8 | Not recorded | 68fa67571e209131cea15b15 | | U-Net+Cubic-20 | 23.44 | Not recorded | 68fa67571e209131cea15b15 | | 8RESBLK | 23.42 | Not recorded | 68fa67571e209131cea15b15 | | U-Net+Elliptical+Graduated | 22.88 | Not recorded | 68fa67571e209131cea15b15 | | U-Net+Cubic-10 | 22.69 | Not recorded | 68fa67571e209131cea15b15 | | U-Net+Graduated | 22.64 | Not recorded | 68fa67571e209131cea15b15 | | U-Net+Elliptical | 22.56 | Not recorded | 68fa67571e209131cea15b15 | | CRN | 22.38 | Not recorded | 68fa67571e209131cea15b15 | | DPED | 21.76 | Not recorded | 68fa67571e209131cea15b15 | | U-Net | 21.57 | Not recorded | 68fa67571e209131cea15b15 | | FCN | 20.66 | Not recorded | 68fa67571e209131cea15b15 | ### DeepLPF (U-Net+Cubic-20+Elliptical+Graduated) PSNR: 23.93. Result ID: 698d2f5d8b517eb4331fa3da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# Weights":"1.8 M"}. This record does not assert independent reproduction. ### DPE PSNR: 23.8. Result ID: 698d2f5d8b517eb4331fa3df. [Reporting paper]() Recorded evaluation configuration: {"# Weights":"3.3 M"}. This record does not assert independent reproduction. ### U-Net+Cubic-20 PSNR: 23.44. Result ID: 698d2f5d8b517eb4331fa3d9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# Weights":"1.5 M"}. This record does not assert independent reproduction. ### 8RESBLK PSNR: 23.42. Result ID: 698d2f5d8b517eb4331fa3dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### U-Net+Elliptical+Graduated PSNR: 22.88. Result ID: 698d2f5d8b517eb4331fa3d7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# Weights":"1.6 M"}. This record does not assert independent reproduction. ### U-Net+Cubic-10 PSNR: 22.69. Result ID: 698d2f5d8b517eb4331fa3d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# Weights":"1.5 M"}. This record does not assert independent reproduction. ### U-Net+Graduated PSNR: 22.64. Result ID: 698d2f5d8b517eb4331fa3d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# Weights":"1.5 M"}. This record does not assert independent reproduction. ### U-Net+Elliptical PSNR: 22.56. Result ID: 698d2f5d8b517eb4331fa3d5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# Weights":"1.5 M"}. This record does not assert independent reproduction. ### CRN PSNR: 22.38. Result ID: 698d2f5d8b517eb4331fa3de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DPED PSNR: 21.76. Result ID: 698d2f5d8b517eb4331fa3db. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### U-Net PSNR: 21.57. Result ID: 698d2f5d8b517eb4331fa3d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# Weights":"1.3 M"}. This record does not assert independent reproduction. ### FCN PSNR: 20.66. Result ID: 698d2f5d8b517eb4331fa3dd. [Reporting paper]() [Method origin paper]() 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.