FFDNet: Toward a Fast and Flexible Solution for CNN based Image Denoising

11 Oct 2017Kai ZhangWangmeng ZuoLei Zhang

Due to the fast inference and good performance, discriminative learning methods have been widely studied in image denoising. However, these methods mostly learn a specific model for each noise level, and require multiple models for denoising images with different noise levels... (read more)

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TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT LEADERBOARD
Grayscale Image Denoising BSD68 sigma15 FFDNet PSNR 31.63 # 5
Grayscale Image Denoising BSD68 sigma25 FFDNet PSNR 29.19 # 6
Grayscale Image Denoising BSD68 sigma35 FFDNet PSNR 27.73 # 1
Grayscale Image Denoising BSD68 sigma50 FFDNet PSNR 26.29 # 8
Grayscale Image Denoising BSD68 sigma75 FFDNet PSNR 24.79 # 1
Color Image Denoising CBSD68 sigma15 FFDNet PSNR 33.87 # 2
Color Image Denoising CBSD68 sigma25 FFDNet PSNR 31.21 # 1
Color Image Denoising CBSD68 sigma35 FFDNet PSNR 29.58 # 1
Color Image Denoising CBSD68 sigma50 FFDNet PSNR 27.96 # 1
Color Image Denoising CBSD68 sigma75 FFDNet PSNR 26.24 # 2
Grayscale Image Denoising Clip300 sigma15 FFDNet-Clip PSNR 31.68 # 1
Grayscale Image Denoising Clip300 sigma25 FFDNet-Clip PSNR 29.25 # 1
Grayscale Image Denoising Clip300 sigma35 FFDNet-Clip PSNR 27.75 # 1
Grayscale Image Denoising Clip300 sigma50 FFDNet-Clip PSNR 26.25 # 1
Grayscale Image Denoising Clip300 sigma60 FFDNet-Clip PSNR 25.51 # 1
Color Image Denoising Kodak25 sigma15 FFDNet PSNR 34.63 # 1
Color Image Denoising Kodak25 sigma25 FFDNet PSNR 32.13 # 1
Color Image Denoising Kodak25 sigma35 FFDNet PSNR 30.57 # 1
Color Image Denoising Kodak25 sigma50 FFDNet PSNR 28.98 # 1
Color Image Denoising Kodak25 sigma75 FFDNet PSNR 27.27 # 1
Color Image Denoising McMaster sigma15 FFDNet PSNR 34.66 # 1
Color Image Denoising McMaster sigma25 FFDNet PSNR 32.35 # 1
Color Image Denoising McMaster sigma35 FFDNet PSNR 30.81 # 1
Color Image Denoising McMaster sigma50 FFDNet PSNR 29.18 # 1
Color Image Denoising McMaster sigma75 FFDNet PSNR 27.33 # 1
Grayscale Image Denoising Set12 sigma15 FFDNet PSNR 25.49 # 5

Results from Other Papers


TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK SOURCE PAPER COMPARE
Denoising Darmstadt Noise Dataset FFDNet PSNR 34.40 # 5