29 October 1993 Image compression using Boltzmann machines
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In this paper, the idea of image compression using the Boltzmann machines will be developed. We will first introduces (theta) -transformation and show it is complete for a certain class of images. Then we will show that the Boltzmann machine can implement the first few terms in the (theta) -transformation; therefore, the Boltzmann machines can be used as image encoders. The compression ratio and distortion of this new image compression method are discussed.
© (1993) COPYRIGHT Society of Photo-Optical Instrumentation Engineers (SPIE). Downloading of the abstract is permitted for personal use only.
Ying Liu, Ying Liu, } "Image compression using Boltzmann machines", Proc. SPIE 2032, Neural and Stochastic Methods in Image and Signal Processing II, (29 October 1993); doi: 10.1117/12.162027; https://doi.org/10.1117/12.162027


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