# Exposure Correction on Introduced -1 and -1.5 relative EVs 1.0 (test) Source: [Exposure Correction on Introduced -1 and -1.5 relative EVs 1.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:57:05.775Z Evaluation of Exposure Correction performance on the 'Introduced -1 and -1.5 relative EVs 1.0' test split, utilizing expert-specific and averaged PSNR/SSIM metrics, along with PI. 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 | Exposure Correction | | Dataset (including any stated split) | Introduced -1 and -1.5 relative EVs 1.0 (test) | | Metric | PSNR (Expert A) | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 (Expert A)](): Higher is better; unit: SCALAR. - [SSIM (Expert A)](): Higher is better; unit: SCALAR. - [PSNR (Expert B)](): Higher is better; unit: SCALAR. - [SSIM (Expert B)](): Higher is better; unit: SCALAR. - [PSNR (Expert C)](): Higher is better; unit: SCALAR. - [SSIM (Expert C)](): Higher is better; unit: SCALAR. - [PSNR (Expert D)](): Higher is better; unit: SCALAR. - [SSIM (Expert D)](): Higher is better; unit: SCALAR. - [PSNR (Expert E)](): Higher is better; unit: SCALAR. - [SSIM (Expert E)](): Higher is better; unit: SCALAR. - [Avg. PSNR](): Higher is better; unit: SCALAR. - [Avg. SSIM](): Higher is better; unit: SCALAR. - [PI](): Higher is better; unit: SCALAR. ## Recorded results | Method | PSNR (Expert A) | Result date | Report paper | | --- | --- | --- | --- | | DPE | 20.153 | Not recorded | 68fa69981e209131cea22ee4 | | DPED | 19.519 | Not recorded | 68fa69981e209131cea22ee4 | | coarse-to-fine DNN | 19.475 | Not recorded | 68fa69981e209131cea22ee4 | | coarse-to-fine DNN | 19.432 | Not recorded | 68fa69981e209131cea22ee4 | | DPE | 19.13 | Not recorded | 68fa69981e209131cea22ee4 | | DPED | 18.952 | Not recorded | 68fa69981e209131cea22ee4 | | DPED | 18.814 | Not recorded | 68fa69981e209131cea22ee4 | | Deep UPE | 17.832 | Not recorded | 68fa69981e209131cea22ee4 | | WVM | 17.686 | Not recorded | 68fa69981e209131cea22ee4 | | DPE | 17.625 | Not recorded | 68fa69981e209131cea22ee4 | | HDR CNN | 17.324 | Not recorded | 68fa69981e209131cea22ee4 | | CLAHE | 16.31 | Not recorded | 68fa69981e209131cea22ee4 | | HE | 16.158 | Not recorded | 68fa69981e209131cea22ee4 | | HQEC | 15.801 | Not recorded | 68fa69981e209131cea22ee4 | | HDR CNN | 14.547 | Not recorded | 68fa69981e209131cea22ee4 | | Zero-DCE | 13.935 | Not recorded | 68fa69981e209131cea22ee4 | | LIME | 13.444 | Not recorded | 68fa69981e209131cea22ee4 | | RetinexNet | 11.676 | Not recorded | 68fa69981e209131cea22ee4 | ### DPE PSNR (Expert A): 20.153. Result ID: 698dbe098b517eb433237312. [Reporting paper]() Recorded evaluation configuration: {"Variant":"S-FiveK","Supervision":"Supervised"}. This record does not assert independent reproduction. ### DPED PSNR (Expert A): 19.519. Result ID: 698dbe098b517eb43323730e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Backbone":"BlackBerry"}. This record does not assert independent reproduction. ### coarse-to-fine DNN PSNR (Expert A): 19.475. Result ID: 698dbe098b517eb433237318. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Adversarial Loss":"w/ Ladv"}. This record does not assert independent reproduction. ### coarse-to-fine DNN PSNR (Expert A): 19.432. Result ID: 698dbe098b517eb433237317. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Adversarial Loss":"w/o Ladv"}. This record does not assert independent reproduction. ### DPE PSNR (Expert A): 19.13. Result ID: 698dbe098b517eb433237311. [Reporting paper]() Recorded evaluation configuration: {"Variant":"U-FiveK","Supervision":"Unsupervised"}. This record does not assert independent reproduction. ### DPED PSNR (Expert A): 18.952. Result ID: 698dbe098b517eb43323730f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Backbone":"Sony"}. This record does not assert independent reproduction. ### DPED PSNR (Expert A): 18.814. Result ID: 698dbe098b517eb43323730d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Backbone":"iPhone"}. This record does not assert independent reproduction. ### Deep UPE PSNR (Expert A): 17.832. Result ID: 698dbe098b517eb433237315. [Reporting paper]() Recorded evaluation configuration: {"optimized for":"underexposure correction"}. This record does not assert independent reproduction. ### WVM PSNR (Expert A): 17.686. Result ID: 698dbe098b517eb433237309. [Reporting paper]() Recorded evaluation configuration: {"non-deep learning":true}. This record does not assert independent reproduction. ### DPE PSNR (Expert A): 17.625. Result ID: 698dbe098b517eb433237310. [Reporting paper]() Recorded evaluation configuration: {"Variant":"HDR"}. This record does not assert independent reproduction. ### HDR CNN PSNR (Expert A): 17.324. Result ID: 698dbe098b517eb43323730c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Refining Module":"PS"}. This record does not assert independent reproduction. ### CLAHE PSNR (Expert A): 16.31. Result ID: 698dbe098b517eb433237308. [Reporting paper]() Recorded evaluation configuration: {"non-deep learning":true}. This record does not assert independent reproduction. ### HE PSNR (Expert A): 16.158. Result ID: 698dbe098b517eb433237307. [Reporting paper]() Recorded evaluation configuration: {"non-deep learning":true}. This record does not assert independent reproduction. ### HQEC PSNR (Expert A): 15.801. Result ID: 698dbe098b517eb433237313. [Reporting paper]() Recorded evaluation configuration: {"non-deep learning":true}. This record does not assert independent reproduction. ### HDR CNN PSNR (Expert A): 14.547. Result ID: 698dbe098b517eb43323730b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Refining Module":"RHT"}. This record does not assert independent reproduction. ### Zero-DCE PSNR (Expert A): 13.935. Result ID: 698dbe098b517eb433237316. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"optimized for":"underexposure correction"}. This record does not assert independent reproduction. ### LIME PSNR (Expert A): 13.444. Result ID: 698dbe098b517eb43323730a. [Reporting paper]() Recorded evaluation configuration: {"non-deep learning":true,"optimized for":"underexposure correction"}. This record does not assert independent reproduction. ### RetinexNet PSNR (Expert A): 11.676. Result ID: 698dbe098b517eb433237314. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"optimized for":"underexposure correction"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.