2019 · 24 citations · 10 references
ComputingComputer ScienceComputer VisionDigital ImagingMachine LearningData CompressionDeep LearningDigital Image ProcessingImage CompressionImage ProcessingRepresentation LearningCompressionCompression AlgorithmsDeep Learning-based Image CompressionFeature-based RepresentationImage EncodingLossless Image CompressionResearch ArticlesVideo Compression
Machine learning and deep learning techniques are few of the important data analysis methods having interesting property of being able to learn complex feature representation from data. In recent years, machine learning and deep learning techniques have lead to new approaches for large number of applications in a variety of domains. Further, due to large increase in image data, the research activities in image compression continue to preserve bandwidth or storage resources. Various review articles on image compression or data compression is found but this review focus on the research work having combination of traditional compression algorithms and machine learning or deep learning techniques. This help to understand the current trends and future scope in image compression using machine learning or deep learning techniques.
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Towards Conceptual Compression
Karol Gregor, Frederic Besse, Danilo Jimenez Rezende et al. · arXiv (Cornell University) · 2016 · 105 citations · Full text
Semantic Perceptual Image Compression Using Deep Convolution Networks
Aaditya Prakash, Nick Moran, Solomon Garber et al. · 2017 · 85 citations