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Deep learning-based Edge-aware pre and post-processing methods for JPEG compressed images

By Dipti Mishra and others
We propose a learning-based compression scheme that envelopes a standard codec between pre and post-processing deep CNNs. Specifically, we demonstrate improvements over prior approaches utilizing a compression-decompression network by introducing: (a) an edge-aware loss function to prevent blurring that is commonly occurred in prior works & (b) a super-resolution convolutional... Show more
November 2, 2023
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Deep learning-based Edge-aware pre and post-processing methods for JPEG compressed images
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