Title :
Adaptive matrix design for LDPC based image processing system
Author :
Baviskar, Jaypal ; Mulla, Afshan ; Vaswani, Punit ; Baviskar, Amol ; Warty, Chirag
Author_Institution :
Intell. Commun. Lab., Mumbai, India
Abstract :
In the field of communication, coding the data is the most crucial part. Since transmission channel is very much susceptible to noise, it becomes imperative to channel code the data to be transmitted. This paper presents an improved and faster Low Density Parity Check (LDPC) based algorithm, for channel coding grayscale images of ´n*n´ dimension. It constructs the encoded image, by arranging bits into 8n data vectors and modulating it with BPSK modulation technique. The novel approch for designing an adaptive matrix as a function of input image size is described in the paper. The decoding algorithm is well equipped with a probabilistic approach. Further analyzing the performance of the algorithm shows improved restitution of images, that are affected by AWGN noise. Hence, LDPC codes prove their dominance over other coding schemes viz. Turbo codes, BCH etc, for applications such as medical imaging, deep-space communications and multimedia.
Keywords :
channel coding; image coding; matrix algebra; parity check codes; phase shift keying; probability; vectors; AWGN noise; BPSK modulation technique; LDPC based algorithm; LDPC based image processing system; adaptive matrix designing; channel coding; communication field; data coding; data vectors; decoding algorithm; deep-space communications; grayscale image coding; low density parity check based algorithm; medical imaging; multimedia; performance analysis; probabilistic approach; transmission channel; AWGN; Biomedical imaging; Encoding; Filtering algorithms; Modulation; Parity check codes; AWGN noise; Channel coding; Grayscale Images; Image restoration; Low Density Parity Check (LDPC); adaptive matrix; image processing; probabilistic approach;
Conference_Titel :
Advances in Computing, Communications and Informatics (ICACCI, 2014 International Conference on
Conference_Location :
New Delhi
Print_ISBN :
978-1-4799-3078-4
DOI :
10.1109/ICACCI.2014.6968371