Title :
Real-time spatially adaptive image restoration using truncated constrained least squares filter
Author :
Changhun Cho ; Jaehwan Jeon ; Joonki Paik
Author_Institution :
Image Process. & Intell. Syst. Lab., Chung-Ang Univ., Seoul, South Korea
Abstract :
A finite impulse response (FIR) filter design method is presented by truncating the constrained least squares filter for real-time, spatially adaptive image restoration. The proposed method truncates the original constrained least squares image restoration filter using the Maxwell-Boltzmann distribution kernel. For the edge preserving image restoration, the orientation of local edge is analyzed based on the covariance matrix, and the edge orientation-adaptive restoration filters are generated. The reduced size of the FIR type restoration filter makes hardware implementation easier for real-time image enhancement. Experimental results show that the proposed method provide more detail and less restoration artifacts than existing methods. As a result, the proposed restoration filter can be applied to realtime image enhancement systems, such as high-definition televisions and video surveillance systems.
Keywords :
FIR filters; covariance matrices; image enhancement; image restoration; least mean squares methods; FIR type restoration filter; Maxwell-Boltzmann distribution kernel; covariance matrix; edge orientation-adaptive restoration filters; edge preserving image restoration; finite impulse response filter design method; hardware implementation; high-definition televisions; real-time image enhancement; real-time spatially adaptive image restoration; restoration filter; spatially adaptive image restoration; truncated constrained least squares filter; video surveillance systems; Covariance matrices; Energy loss; Finite impulse response filters; Image edge detection; Image restoration; Kernel; Real-time systems;
Conference_Titel :
Consumer Electronics (ICCE), 2014 IEEE International Conference on
Conference_Location :
Las Vegas, NV
Print_ISBN :
978-1-4799-1290-2
DOI :
10.1109/ICCE.2014.6775993