# Exposure Correction on Introduced +0, +1, and +1.5 relative EVs 1.0 (test) Source: [Exposure Correction on Introduced +0, +1, and +1.5 relative EVs 1.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:57:05.759Z Evaluation of Exposure Correction performance on the 'Introduced +0, +1, and +1.5 relative EVs 1.0' dataset split (test), utilizing image quality metrics (PSNR and SSIM) assessed independently by five different experts (A through E), along with calculated averages and the PI metric. 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 +0, +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: PERCENT. - [PSNR (Expert B)](): Higher is better; unit: SCALAR. - [SSIM (Expert B)](): Higher is better; unit: PERCENT. - [PSNR (Expert C)](): Higher is better; unit: SCALAR. - [SSIM (Expert C)](): Higher is better; unit: PERCENT. - [PSNR (Expert D)](): Higher is better; unit: SCALAR. - [SSIM (Expert D)](): Higher is better; unit: PERCENT. - [PSNR (Expert E)](): Higher is better; unit: SCALAR. - [SSIM (Expert E)](): Higher is better; unit: PERCENT. - [Avg. PSNR](): Higher is better; unit: SCALAR. - [Avg. SSIM](): Higher is better; unit: PERCENT. - [PI](): Higher is better; unit: SCALAR. ## Recorded results | Method | PSNR (Expert A) | Result date | Report paper | | --- | --- | --- | --- | | coarse-to-fine DNN | 18.976 | Not recorded | 68fa69981e209131cea22ee4 | | coarse-to-fine DNN | 18.874 | Not recorded | 68fa69981e209131cea22ee4 | | DPED | 18.114 | Not recorded | 68fa69981e209131cea22ee4 | | HE | 16.14 | Not recorded | 68fa69981e209131cea22ee4 | | DPED | 15.17 | Not recorded | 68fa69981e209131cea22ee4 | | HDR CNN | 14.804 | Not recorded | 68fa69981e209131cea22ee4 | | DPE | 14.786 | Not recorded | 68fa69981e209131cea22ee4 | | DPE | 14.399 | Not recorded | 68fa69981e209131cea22ee4 | | DPE | 14.314 | Not recorded | 68fa69981e209131cea22ee4 | | CLAHE | 13.934 | Not recorded | 68fa69981e209131cea22ee4 | | HDR CNN | 13.151 | Not recorded | 68fa69981e209131cea22ee4 | | DPED | 12.68 | Not recorded | 68fa69981e209131cea22ee4 | | WVM | 12.355 | Not recorded | 68fa69981e209131cea22ee4 | | HQEC | 11.775 | Not recorded | 68fa69981e209131cea22ee4 | | RetinexNet | 10.149 | Not recorded | 68fa69981e209131cea22ee4 | | Zero-DCE | 10.116 | Not recorded | 68fa69981e209131cea22ee4 | | Deep UPE | 10.047 | Not recorded | 68fa69981e209131cea22ee4 | | LIME | 9.627 | Not recorded | 68fa69981e209131cea22ee4 | ### coarse-to-fine DNN PSNR (Expert A): 18.976. Result ID: 698dbe098b517eb433237305. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Adversarial Loss":"w/o Ladv"}. This record does not assert independent reproduction. ### coarse-to-fine DNN PSNR (Expert A): 18.874. Result ID: 698dbe098b517eb433237306. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Adversarial Loss":"w/ Ladv"}. This record does not assert independent reproduction. ### DPED PSNR (Expert A): 18.114. Result ID: 698dbe098b517eb4332372fd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Backbone":"Sony"}. This record does not assert independent reproduction. ### HE PSNR (Expert A): 16.14. Result ID: 698dbe098b517eb4332372f5. [Reporting paper]() Recorded evaluation configuration: {"non-deep learning":true}. This record does not assert independent reproduction. ### DPED PSNR (Expert A): 15.17. Result ID: 698dbe098b517eb4332372fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Backbone":"BlackBerry"}. This record does not assert independent reproduction. ### HDR CNN PSNR (Expert A): 14.804. Result ID: 698dbe098b517eb4332372fa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Refining Module":"PS"}. This record does not assert independent reproduction. ### DPE PSNR (Expert A): 14.786. Result ID: 698dbe098b517eb433237300. [Reporting paper]() Recorded evaluation configuration: {"Variant":"S-FiveK","Supervision":"Supervised"}. This record does not assert independent reproduction. ### DPE PSNR (Expert A): 14.399. Result ID: 698dbe098b517eb4332372fe. [Reporting paper]() Recorded evaluation configuration: {"Variant":"HDR"}. This record does not assert independent reproduction. ### DPE PSNR (Expert A): 14.314. Result ID: 698dbe098b517eb4332372ff. [Reporting paper]() Recorded evaluation configuration: {"Variant":"U-FiveK","Supervision":"Unsupervised"}. This record does not assert independent reproduction. ### CLAHE PSNR (Expert A): 13.934. Result ID: 698dbe098b517eb4332372f6. [Reporting paper]() Recorded evaluation configuration: {"non-deep learning":true}. This record does not assert independent reproduction. ### HDR CNN PSNR (Expert A): 13.151. Result ID: 698dbe098b517eb4332372f9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Refining Module":"RHT"}. This record does not assert independent reproduction. ### DPED PSNR (Expert A): 12.68. Result ID: 698dbe098b517eb4332372fb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Backbone":"iPhone"}. This record does not assert independent reproduction. ### WVM PSNR (Expert A): 12.355. Result ID: 698dbe098b517eb4332372f7. [Reporting paper]() Recorded evaluation configuration: {"non-deep learning":true}. This record does not assert independent reproduction. ### HQEC PSNR (Expert A): 11.775. Result ID: 698dbe098b517eb433237301. [Reporting paper]() Recorded evaluation configuration: {"non-deep learning":true}. This record does not assert independent reproduction. ### RetinexNet PSNR (Expert A): 10.149. Result ID: 698dbe098b517eb433237302. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"optimized for":"underexposure correction"}. This record does not assert independent reproduction. ### Zero-DCE PSNR (Expert A): 10.116. Result ID: 698dbe098b517eb433237304. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"optimized for":"underexposure correction"}. This record does not assert independent reproduction. ### Deep UPE PSNR (Expert A): 10.047. Result ID: 698dbe098b517eb433237303. [Reporting paper]() Recorded evaluation configuration: {"optimized for":"underexposure correction"}. This record does not assert independent reproduction. ### LIME PSNR (Expert A): 9.627. Result ID: 698dbe098b517eb4332372f8. [Reporting paper]() Recorded evaluation configuration: {"non-deep learning":true,"optimized for":"underexposure correction"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.