9 citations · 15 across the 6 of their papers we have counts for
3 papers · 1 filter
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…
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…
End-to-end optimized image compression for machines, a study
Lahiru D. Chamain, Fabien Racapé, Jean Bégaint +2
An increasing share of image and video content is analyzed by machines rather than viewed by humans, and therefore it becomes relevant to optimize codecs for such applications wher…