Title :
Forward-and-backward diffusion processes for adaptive image enhancement and denoising
Author :
Gilboa, Guy ; Sochen, Nir ; Zeevi, Yehoshua Y.
Author_Institution :
Dept. of Electr. Eng., Technion-Israel Inst. of Technol., Haifa, Israel
fDate :
7/1/2002 12:00:00 AM
Abstract :
Signal and image enhancement is considered in the context of a new type of diffusion process that simultaneously enhances, sharpens, and denoises images. The nonlinear diffusion coefficient is locally adjusted according to image features such as edges, textures, and moments. As such, it can switch the diffusion process from a forward to a backward (inverse) mode according to a given set of criteria. This results in a forward-and-backward (FAB) adaptive diffusion process that enhances features while locally denoising smoother segments of the signal or image. The proposed method, using the FAB process, is applied in a super-resolution scheme. The FAB method is further generalized for color processing via the Beltrami flow, by adaptively modifying the structure tensor that controls the nonlinear diffusion process. The proposed structure tensor is neither positive definite nor negative, and switches between these states according to image features. This results in a forward-and-backward diffusion flow where different regions of the image are either forward or backward diffused according to the local geometry within a neighborhood.
Keywords :
adaptive signal processing; image colour analysis; image enhancement; image resolution; Beltrami flow; adaptive image denoising; adaptive image enhancement; backward mode; color processing; forward-and-backward diffusion processes; image features; inverse mode; local geometry; nonlinear diffusion coefficient; nonlinear diffusion process; signal enhancement; structure tensor; super-resolution scheme; Color; Diffusion processes; Geometry; Image enhancement; Image segmentation; Noise reduction; Signal processing; Signal resolution; Switches; Tensile stress;
Journal_Title :
Image Processing, IEEE Transactions on
DOI :
10.1109/TIP.2002.800883