[HTML][HTML] A coded knowledge distillation framework for image classification based on adaptive JPEG encoding

AH Salamah, SM Hamidi, EH Yang - Pattern Recognition, 2025 - Elsevier
In knowledge distillation (KD), a lightweight student model yields enhanced test accuracy by
mimicking the behavior of a pre-trained large model (teacher). However, the cumbersome …

JPEG compliant compression for DNN vision

AH Salamah, K Zheng, L Ye… - IEEE Journal on Selected …, 2024 - ieeexplore.ieee.org
Conventional image compression techniques are primarily developed for the human visual
system. However, with the extensive use of deep neural networks (DNNs) for computer …