# Image Denoising on FMD (test) Source: [Image Denoising on FMD (test)]() Collection index: [llms.txt]() Data updated: 2026-05-26T08:19:25.201Z Evaluation of image denoising performance on the test split of the FMD dataset, measured using LPIPS, DISTS, PSNR, and SSIM. 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 | Image Denoising | | Dataset (including any stated split) | FMD (test) | | Metric | PSNR | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 37 of 37 | | 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. - [LPIPS](): Lower is better; unit: SCALAR. - [DISTS](): Lower is better; unit: SCALAR. - [SSIM](): Higher is better; unit: SCALAR. - [HFRR](): Lower is better; unit: SCALAR. ## Recorded results | Method | PSNR | Result date | Report paper | | --- | --- | --- | --- | | QWD-GAN | 41.561 | Not recorded | 68fa7b731e209131cea88881 | | N2V | 40.986 | Not recorded | 68fa7b731e209131cea88881 | | RDDM | 40.556 | Not recorded | 68fa7b731e209131cea88881 | | RIDNet | 38.568 | Not recorded | 68fa7b731e209131cea88881 | | N2N | 38.435 | Not recorded | 68fa7b731e209131cea88881 | | DnCNN | 38.268 | Not recorded | 68fa7b731e209131cea88881 | | QWD-GAN | 38.145 | Not recorded | 68fa7b731e209131cea88881 | | RDDM | 38.059 | Not recorded | 68fa7b731e209131cea88881 | | N2N | 37.596 | Not recorded | 68fa7b731e209131cea88881 | | N2V | 37.359 | Not recorded | 68fa7b731e209131cea88881 | | QWD-GAN | 37.191 | Not recorded | 68fa7b731e209131cea88881 | | RDDM | 37.072 | Not recorded | 68fa7b731e209131cea88881 | | BM3D | 36.924 | Not recorded | 68fa7b731e209131cea88881 | | QWD-GAN | 36.749 | Not recorded | 68fa7b731e209131cea88881 | | CGanDeCompress | 36.71 | Not recorded | 698eaff6c97a0b3e3b5e6635 | | N2V | 36.695 | Not recorded | 68fa7b731e209131cea88881 | | N2N | 36.404 | Not recorded | 68fa7b731e209131cea88881 | | RDDM | 36.223 | Not recorded | 68fa7b731e209131cea88881 | | DnCNN | 36.212 | Not recorded | 68fa7b731e209131cea88881 | | N2N | 36.21 | Not recorded | 68fa7b731e209131cea88881 | | RIDNet | 36.014 | Not recorded | 68fa7b731e209131cea88881 | | N2V | 35.281 | Not recorded | 68fa7b731e209131cea88881 | | DnCNN | 34.636 | Not recorded | 68fa7b731e209131cea88881 | | RIDNet | 34.561 | Not recorded | 68fa7b731e209131cea88881 | | BM3D | 33.985 | Not recorded | 68fa7b731e209131cea88881 | | DnCNN | 33.533 | Not recorded | 68fa7b731e209131cea88881 | | RDDM | 33.452 | Not recorded | 68fa7b731e209131cea88881 | | RIDNet | 33.343 | Not recorded | 68fa7b731e209131cea88881 | | QWD-GAN | 33.311 | Not recorded | 68fa7b731e209131cea88881 | | N2N | 32.405 | Not recorded | 68fa7b731e209131cea88881 | | N2V | 32.156 | Not recorded | 68fa7b731e209131cea88881 | | BM3D | 31.224 | Not recorded | 68fa7b731e209131cea88881 | | DnCNN | 30.531 | Not recorded | 68fa7b731e209131cea88881 | | RIDNet | 30.321 | Not recorded | 68fa7b731e209131cea88881 | | BM3D | 29.564 | Not recorded | 68fa7b731e209131cea88881 | | Noisy | 28.45 | Not recorded | 698eaff6c97a0b3e3b5e6635 | | BM3D | 24.423 | Not recorded | 68fa7b731e209131cea88881 | ### QWD-GAN PSNR: 41.561. Result ID: 6a155789fbc373592c0caa80. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise Level (frames)":"16"}. This record does not assert independent reproduction. ### N2V PSNR: 40.986. Result ID: 6a155789fbc373592c0caa76. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise Level (frames)":"16"}. This record does not assert independent reproduction. ### RDDM PSNR: 40.556. Result ID: 6a155789fbc373592c0caa7b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Noise Level (frames)":"16"}. This record does not assert independent reproduction. ### RIDNet PSNR: 38.568. Result ID: 6a155789fbc373592c0caa6c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise Level (frames)":"16"}. This record does not assert independent reproduction. ### N2N PSNR: 38.435. Result ID: 6a155789fbc373592c0caa71. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise Level (frames)":"16"}. This record does not assert independent reproduction. ### DnCNN PSNR: 38.268. Result ID: 6a155789fbc373592c0caa67. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Noise Level (frames)":"16"}. This record does not assert independent reproduction. ### QWD-GAN PSNR: 38.145. Result ID: 6a155789fbc373592c0caa7f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise Level (frames)":"8"}. This record does not assert independent reproduction. ### RDDM PSNR: 38.059. Result ID: 6a155789fbc373592c0caa7a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Noise Level (frames)":"8"}. This record does not assert independent reproduction. ### N2N PSNR: 37.596. Result ID: 6a155789fbc373592c0caa70. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise Level (frames)":"8"}. This record does not assert independent reproduction. ### N2V PSNR: 37.359. Result ID: 6a155789fbc373592c0caa75. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise Level (frames)":"8"}. This record does not assert independent reproduction. ### QWD-GAN PSNR: 37.191. Result ID: 6a155789fbc373592c0caa81. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise Level (frames)":"Avg"}. This record does not assert independent reproduction. ### RDDM PSNR: 37.072. Result ID: 6a155789fbc373592c0caa7c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Noise Level (frames)":"Avg"}. This record does not assert independent reproduction. ### BM3D PSNR: 36.924. Result ID: 6a155789fbc373592c0caa62. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise Level (frames)":"16"}. This record does not assert independent reproduction. ### QWD-GAN PSNR: 36.749. Result ID: 6a155789fbc373592c0caa7e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise Level (frames)":"4"}. This record does not assert independent reproduction. ### CGanDeCompress PSNR: 36.71. Result ID: 699710b45698665ec45e3c74. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### N2V PSNR: 36.695. Result ID: 6a155789fbc373592c0caa77. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise Level (frames)":"Avg"}. This record does not assert independent reproduction. ### N2N PSNR: 36.404. Result ID: 6a155789fbc373592c0caa6f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise Level (frames)":"4"}. This record does not assert independent reproduction. ### RDDM PSNR: 36.223. Result ID: 6a155789fbc373592c0caa79. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Noise Level (frames)":"4"}. This record does not assert independent reproduction. ### DnCNN PSNR: 36.212. Result ID: 6a155789fbc373592c0caa66. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Noise Level (frames)":"8"}. This record does not assert independent reproduction. ### N2N PSNR: 36.21. Result ID: 6a155789fbc373592c0caa72. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise Level (frames)":"Avg"}. This record does not assert independent reproduction. ### RIDNet PSNR: 36.014. Result ID: 6a155789fbc373592c0caa6b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise Level (frames)":"8"}. This record does not assert independent reproduction. ### N2V PSNR: 35.281. Result ID: 6a155789fbc373592c0caa74. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise Level (frames)":"4"}. This record does not assert independent reproduction. ### DnCNN PSNR: 34.636. Result ID: 6a155789fbc373592c0caa68. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Noise Level (frames)":"Avg"}. This record does not assert independent reproduction. ### RIDNet PSNR: 34.561. Result ID: 6a155789fbc373592c0caa6d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise Level (frames)":"Avg"}. This record does not assert independent reproduction. ### BM3D PSNR: 33.985. Result ID: 6a155789fbc373592c0caa61. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise Level (frames)":"8"}. This record does not assert independent reproduction. ### DnCNN PSNR: 33.533. Result ID: 6a155789fbc373592c0caa65. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Noise Level (frames)":"4"}. This record does not assert independent reproduction. ### RDDM PSNR: 33.452. Result ID: 6a155789fbc373592c0caa78. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Noise Level (frames)":"1"}. This record does not assert independent reproduction. ### RIDNet PSNR: 33.343. Result ID: 6a155789fbc373592c0caa6a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise Level (frames)":"4"}. This record does not assert independent reproduction. ### QWD-GAN PSNR: 33.311. Result ID: 6a155789fbc373592c0caa7d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise Level (frames)":"1"}. This record does not assert independent reproduction. ### N2N PSNR: 32.405. Result ID: 6a155789fbc373592c0caa6e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise Level (frames)":"1"}. This record does not assert independent reproduction. ### N2V PSNR: 32.156. Result ID: 6a155789fbc373592c0caa73. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise Level (frames)":"1"}. This record does not assert independent reproduction. ### BM3D PSNR: 31.224. Result ID: 6a155789fbc373592c0caa63. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise Level (frames)":"Avg"}. This record does not assert independent reproduction. ### DnCNN PSNR: 30.531. Result ID: 6a155789fbc373592c0caa64. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Noise Level (frames)":"1"}. This record does not assert independent reproduction. ### RIDNet PSNR: 30.321. Result ID: 6a155789fbc373592c0caa69. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise Level (frames)":"1"}. This record does not assert independent reproduction. ### BM3D PSNR: 29.564. Result ID: 6a155789fbc373592c0caa60. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise Level (frames)":"4"}. This record does not assert independent reproduction. ### Noisy PSNR: 28.45. Result ID: 699710b45698665ec45e3c73. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BM3D PSNR: 24.423. Result ID: 6a155789fbc373592c0caa5f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise Level (frames)":"1"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.