# UDC Image Restoration on Synthetic UDC dataset HDRI Haven (test) Source: [UDC Image Restoration on Synthetic UDC dataset HDRI Haven (test)]() Collection index: [llms.txt]() Data updated: 2026-04-02T08:56:02.057Z Evaluation of UDC Image Restoration performance on the test split of the Synthetic UDC dataset HDRI Haven, 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 | UDC Image Restoration | | Dataset (including any stated split) | Synthetic UDC dataset HDRI Haven (test) | | Metric | PSNR | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 13 of 13 | | 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: PERCENT. - [LPIPS](): Lower is better; unit: SCALAR. - [DISTS](): Lower is better; unit: SCALAR. ## Recorded results | Method | PSNR | Result date | Report paper | | --- | --- | --- | --- | | UCMNet | 46.71 | Not recorded | 69cdf7fe0636e5bf4afcca50 | | FSI | 45.69 | Not recorded | 69cdf7fe0636e5bf4afcca50 | | BNUDC | 45.56 | Not recorded | 69cdf7fe0636e5bf4afcca50 | | UDC-UNet | 45.37 | Not recorded | 69cdf7fe0636e5bf4afcca50 | | DISCNet | 43.27 | Not recorded | 69cdf7fe0636e5bf4afcca50 | | SFTMD | 42.35 | Not recorded | 69cdf7fe0636e5bf4afcca50 | | SRUDC-full | 36.02 | Not recorded | 68fa70461e209131cea4a1a3 | | SRUDC-light | 35.56 | Not recorded | 68fa70461e209131cea4a1a3 | | BNUDC | 34.91 | Not recorded | 68fa70461e209131cea4a1a3 | | UDCUNet | 31.33 | Not recorded | 68fa70461e209131cea4a1a3 | | DWFormer | 28.85 | Not recorded | 68fa70461e209131cea4a1a3 | | DAGF | 27.12 | Not recorded | 68fa70461e209131cea4a1a3 | | DISCNet | 25.54 | Not recorded | 68fa70461e209131cea4a1a3 | ### UCMNet PSNR: 46.71. Result ID: 69ce2f0447f34ce924b775dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Params (M)":"3.2"}. This record does not assert independent reproduction. ### FSI PSNR: 45.69. Result ID: 69ce2f0447f34ce924b775dc. [Reporting paper]() Recorded evaluation configuration: {"#Params (M)":"5.3"}. This record does not assert independent reproduction. ### BNUDC PSNR: 45.56. Result ID: 69ce2f0447f34ce924b775db. [Reporting paper]() Recorded evaluation configuration: {"#Params (M)":"4.6"}. This record does not assert independent reproduction. ### UDC-UNet PSNR: 45.37. Result ID: 69ce2f0447f34ce924b775da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Params (M)":"5.7"}. This record does not assert independent reproduction. ### DISCNet PSNR: 43.27. Result ID: 69ce2f0447f34ce924b775d9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Params (M)":"3.8"}. This record does not assert independent reproduction. ### SFTMD PSNR: 42.35. Result ID: 69ce2f0447f34ce924b775d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Params (M)":"3.9"}. This record does not assert independent reproduction. ### SRUDC-full PSNR: 36.02. Result ID: 699126a23a6c3148490610a1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params (M)":"8.734","MACs (G)":"240.36"}. This record does not assert independent reproduction. ### SRUDC-light PSNR: 35.56. Result ID: 699126a23a6c3148490610a0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params (M)":"3.105","MACs (G)":"106.79"}. This record does not assert independent reproduction. ### BNUDC PSNR: 34.91. Result ID: 699126a23a6c31484906109f. [Reporting paper]() Recorded evaluation configuration: {"Params (M)":"4.575","MACs (G)":"317.38"}. This record does not assert independent reproduction. ### UDCUNet PSNR: 31.33. Result ID: 699126a23a6c31484906109e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params (M)":"1.406","MACs (G)":"402.16"}. This record does not assert independent reproduction. ### DWFormer PSNR: 28.85. Result ID: 699126a23a6c31484906109d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params (M)":"1.447","MACs (G)":"131.84"}. This record does not assert independent reproduction. ### DAGF PSNR: 27.12. Result ID: 699126a23a6c31484906109c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params (M)":"1.117","MACs (G)":"45.89"}. This record does not assert independent reproduction. ### DISCNet PSNR: 25.54. Result ID: 699126a23a6c31484906109b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params (M)":"3.442","MACs (G)":"272.33"}. 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