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eess.IV2023
A Principled Hierarchical Deep Learning Approach to Joint Image Compression and Classification
Siyu Qi, Achintha Wijesinghe, Lahiru D. Chamain +1
Among applications of deep learning (DL) involving low cost sensors, remote image classification involves a physical channel that separates edge sensors and cloud classifiers. Trad…
eess.IV2023
End-to-End Optimization of JPEG-Based Deep Learning Process for Image Classification
Siyu Qi, Lahiru D. Chamain, Zhi Ding
Among major deep learning (DL) applications, distributed learning involving image classification require effective image compression codecs deployed on low-cost sensing devices for…