# Non-homogeneous Image Dehazing on NH-HAZE (test) Source: [Non-homogeneous Image Dehazing on NH-HAZE (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:56:36.424Z Evaluation of Non-homogeneous Image Dehazing performance on the test split of the NH-HAZE dataset, using metrics like PSNR, SSIM, LPIPS, and CIEDE2000. 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 | Non-homogeneous Image Dehazing | | Dataset (including any stated split) | NH-HAZE (test) | | Metric | PSNR | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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. - [CIEDE2000](): Lower is better; unit: SCALAR. ## Recorded results | Method | PSNR | Result date | Report paper | | --- | --- | --- | --- | | HyLoG-ViT | 24.26 | Not recorded | 68fa6b831e209131cea2ebc0 | | DWGAN | 22.13 | Not recorded | 68fa6b831e209131cea2ebc0 | | ConvIR + UDP | 20.98 | Not recorded | 6965d1756343fa78c83234ad | | FSNet + UDP | 20.94 | Not recorded | 6965d1756343fa78c83234ad | | MB-TaylorFormerV2-B | 20.73 | Not recorded | 6965d1756343fa78c83234ad | | DeHamer | 20.66 | Not recorded | 6965d1756343fa78c83234ad | | ConvIR-S | 20.65 | Not recorded | 6965d1756343fa78c83234ad | | FSNet | 20.55 | Not recorded | 6965d1756343fa78c83234ad | | SFNet | 20.46 | Not recorded | 6965d1756343fa78c83234ad | | FocalNet | 20.43 | Not recorded | 6965d1756343fa78c83234ad | | PMNet | 20.42 | Not recorded | 6965d1756343fa78c83234ad | | C2PNet | 20.24 | Not recorded | 6965d1756343fa78c83234ad | | MSBDN | 19.23 | Not recorded | 6965d1756343fa78c83234ad | | EDN-AT | 18.92 | Not recorded | 68fa6b831e209131cea2ebc0 | | EDN-3J | 17.78 | Not recorded | 68fa6b831e209131cea2ebc0 | | TBNN | 17.78 | Not recorded | 68fa6b831e209131cea2ebc0 | | DehazeNet | 16.62 | Not recorded | 6965d1756343fa78c83234ad | ### HyLoG-ViT PSNR: 24.26. Result ID: 698e9296ffc3901de09ec52e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DWGAN PSNR: 22.13. Result ID: 698e9296ffc3901de09ec52d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ConvIR + UDP PSNR: 20.98. Result ID: 6997cce25698665ec424219e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Universal Dehazing Paradigm":"Enabled"}. This record does not assert independent reproduction. ### FSNet + UDP PSNR: 20.94. Result ID: 6997cce25698665ec424219f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Universal Dehazing Paradigm":"Enabled"}. This record does not assert independent reproduction. ### MB-TaylorFormerV2-B PSNR: 20.73. Result ID: 6997cce25698665ec424219d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeHamer PSNR: 20.66. Result ID: 6997cce25698665ec4242196. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ConvIR-S PSNR: 20.65. Result ID: 6997cce25698665ec424219c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FSNet PSNR: 20.55. Result ID: 6997cce25698665ec424219b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SFNet PSNR: 20.46. Result ID: 6997cce25698665ec424219a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FocalNet PSNR: 20.43. Result ID: 6997cce25698665ec4242199. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PMNet PSNR: 20.42. Result ID: 6997cce25698665ec4242197. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### C2PNet PSNR: 20.24. Result ID: 6997cce25698665ec4242198. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MSBDN PSNR: 19.23. Result ID: 6997cce25698665ec4242195. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EDN-AT PSNR: 18.92. Result ID: 698e9296ffc3901de09ec52a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EDN-3J PSNR: 17.78. Result ID: 698e9296ffc3901de09ec52b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TBNN PSNR: 17.78. Result ID: 698e9296ffc3901de09ec52c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DehazeNet PSNR: 16.62. Result ID: 6997cce25698665ec4242194. [Reporting paper]() [Method origin paper]() [Implementation]() 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.