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

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eess.IV2021

Lossy Medical Image Compression using Residual Learning-based Dual Autoencoder Model

Dipti Mishra, Satish Kumar Singh, Rajat Kumar Singh

In this work, we propose a two-stage autoencoder based compressor-decompressor framework for compressing malaria RBC cell image patches. We know that the medical images used for di…

eess.IV2021★ 1 cited

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

Dipti Mishra, Satish Kumar Singh, Rajat Kumar Singh

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 appro…