# Nighttime Image Dehazing on NHCM Source: [Nighttime Image Dehazing on NHCM]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:03:26.914Z Evaluation of Nighttime Image Dehazing performance on the NHCM dataset, measured using SSIM and PSNR. 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 | Nighttime Image Dehazing | | Dataset (including any stated split) | NHCM | | Metric | SSIM | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 32 of 32 | | 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 - [SSIM](): Higher is better; unit: PERCENT. - [PSNR](): Higher is better; unit: SCALAR. ## Recorded results | Method | SSIM | Result date | Report paper | | --- | --- | --- | --- | | SFSNiD | 96.8 | Not recorded | 68fa72b71e209131cea58209 | | DF | 96 | Not recorded | 68fa72b71e209131cea58209 | | GD | 95.8 | Not recorded | 68fa72b71e209131cea58209 | | 4KDehazing | 95.8 | Not recorded | 68fa72b71e209131cea58209 | | FSDGN | 95.2 | Not recorded | 68fa72b71e209131cea58209 | | MITNet | 94.5 | Not recorded | 68fa72b71e209131cea58209 | | DeHamer | 94.4 | Not recorded | 68fa72b71e209131cea58209 | | AECRNet | 94.3 | Not recorded | 68fa72b71e209131cea58209 | | Fourmer | 94.3 | Not recorded | 68fa72b71e209131cea58209 | | MSBDN | 93.8 | Not recorded | 68fa72b71e209131cea58209 | | M3KE | 92.1 | Not recorded | 695c970053fdd5c361743686 | | SFSNiD | 91.9 | Not recorded | 695c970053fdd5c361743686 | | CORUN | 91.3 | Not recorded | 695c970053fdd5c361743686 | | NightHaze | 91.3 | Not recorded | 695c970053fdd5c361743686 | | NightEnhance | 91.1 | Not recorded | 695c970053fdd5c361743686 | | DCMPNet | 90.9 | Not recorded | 695c970053fdd5c361743686 | | DEANet | 89.9 | Not recorded | 695c970053fdd5c361743686 | | SGDN | 89.9 | Not recorded | 695c970053fdd5c361743686 | | MITNet | 89.4 | Not recorded | 695c970053fdd5c361743686 | | DehazeFormer | 88.5 | Not recorded | 695c970053fdd5c361743686 | | NightHazeFormer | 87.1 | Not recorded | 695c970053fdd5c361743686 | | DeHamer | 86.8 | Not recorded | 695c970053fdd5c361743686 | | C2P | 86.5 | Not recorded | 695c970053fdd5c361743686 | | FFA | 86.3 | Not recorded | 695c970053fdd5c361743686 | | NightDeFog | 85.7 | Not recorded | 695c970053fdd5c361743686 | | Fourmer | 85.1 | Not recorded | 695c970053fdd5c361743686 | | MSBDN | 84.8 | Not recorded | 695c970053fdd5c361743686 | | GridDehazeNet | 81.7 | Not recorded | 695c970053fdd5c361743686 | | OSFD | 73.9 | Not recorded | 68fa72b71e209131cea58209 | | MRP | 69.3 | Not recorded | 68fa72b71e209131cea58209 | | OSFD | 67.8 | Not recorded | 695c970053fdd5c361743686 | | MRP | 62.3 | Not recorded | 695c970053fdd5c361743686 | ### SFSNiD SSIM: 96.8. Result ID: 6992552a3a6c3148490e3e32. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DF SSIM: 96. Result ID: 6992552a3a6c3148490e3e2f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GD SSIM: 95.8. Result ID: 6992552a3a6c3148490e3e28. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### 4KDehazing SSIM: 95.8. Result ID: 6992552a3a6c3148490e3e2b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FSDGN SSIM: 95.2. Result ID: 6992552a3a6c3148490e3e2e. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MITNet SSIM: 94.5. Result ID: 6992552a3a6c3148490e3e30. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeHamer SSIM: 94.4. Result ID: 6992552a3a6c3148490e3e2d. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AECRNet SSIM: 94.3. Result ID: 6992552a3a6c3148490e3e2c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Fourmer SSIM: 94.3. Result ID: 6992552a3a6c3148490e3e31. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MSBDN SSIM: 93.8. Result ID: 6992552a3a6c3148490e3e2a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### M3KE SSIM: 92.1. Result ID: 6997e8f85698665ec442352c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SFSNiD SSIM: 91.9. Result ID: 6997e8f85698665ec442352a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CORUN SSIM: 91.3. Result ID: 6997e8f85698665ec4423522. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NightHaze SSIM: 91.3. Result ID: 6997e8f85698665ec442352b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NightEnhance SSIM: 91.1. Result ID: 6997e8f85698665ec4423529. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DCMPNet SSIM: 90.9. Result ID: 6997e8f85698665ec4423523. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DEANet SSIM: 89.9. Result ID: 6997e8f85698665ec4423521. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SGDN SSIM: 89.9. Result ID: 6997e8f85698665ec4423524. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MITNet SSIM: 89.4. Result ID: 6997e8f85698665ec4423520. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DehazeFormer SSIM: 88.5. Result ID: 6997e8f85698665ec442351f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NightHazeFormer SSIM: 87.1. Result ID: 6997e8f85698665ec4423528. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeHamer SSIM: 86.8. Result ID: 6997e8f85698665ec442351c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### C2P SSIM: 86.5. Result ID: 6997e8f85698665ec442351d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FFA SSIM: 86.3. Result ID: 6997e8f85698665ec442351a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NightDeFog SSIM: 85.7. Result ID: 6997e8f85698665ec4423527. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Fourmer SSIM: 85.1. Result ID: 6997e8f85698665ec442351e. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MSBDN SSIM: 84.8. Result ID: 6997e8f85698665ec442351b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GridDehazeNet SSIM: 81.7. Result ID: 6997e8f85698665ec4423519. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OSFD SSIM: 73.9. Result ID: 6992552a3a6c3148490e3e29. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MRP SSIM: 69.3. Result ID: 6992552a3a6c3148490e3e27. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OSFD SSIM: 67.8. Result ID: 6997e8f85698665ec4423526. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MRP SSIM: 62.3. Result ID: 6997e8f85698665ec4423525. [Reporting 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.