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We consider lossy source compression of a binary symmetric source with Hamming distortion function. We show that polar codes combined with a low-complexity successive cancellation encoding algorithm achieve the rate-distortion bound. The complexity of both the encoding and the decoding algorithm is O(N\log(N)), where N is the blocklength of the code. Our result mirrors Arikan's capacity achieving polar code construction for channel coding.
Touradj Ebrahimi, Michela Testolina, Davi Nachtigall Lazzarotto
Andreas Peter Burg, Yifei Shen, Yuqing Ren, Hassan Harb