An Efficient Compression Method for Sign Information of DCT Coefficients via Sign Retrieval

Autor: Tsutake, Chihiro, Takahashi, Keita, Fujii, Toshiaki
Rok vydání: 2024
Předmět:
Zdroj: 2021 IEEE International Conference on Image Processing
Druh dokumentu: Working Paper
DOI: 10.1109/ICIP42928.2021.9506155
Popis: Compression of the sign information of discrete cosine transform coefficients is an intractable problem in image compression schemes due to the equiprobable occurrence of the sign bits. To overcome this difficulty, we propose an efficient compression method for such sign information based on phase retrieval, which is a classical signal restoration problem attempting to find the phase information of discrete Fourier transform coefficients from their magnitudes. In our compression strategy, the sign bits of all the AC components in the cosine domain are excluded from a bitstream at the encoder and are complemented at the decoder by solving a sign recovery problem, which we call sign retrieval. The experimental results demonstrate that the proposed method outperforms previous techniques for sign compression in terms of a rate-distortion criterion. Our method implemented in Python language is available from https://github.com/ctsutake/sr.
Databáze: arXiv