An End-to-End Compression Framework Based on Convolutional Neural Networks.
IEEE Transactions on Circuits and Systems for Video Technology(2018)
Abstract
Deep learning, e.g., convolutional neural networks (CNNs), has achieved great success in image processing and computer vision especially in high-level vision applications, such as recognition and understanding. However, it is rarely used to solve low-level vision problems such as image compression studied in this paper. Here, we move forward a step and propose a novel compression framework based o...
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Key words
Image coding,Transform coding,Image reconstruction,Neural networks,Codecs,Convolutional codes,Quantization (signal)
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