3 citations · 3 across the 4 of their papers we have counts for
4 papers
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…
UFed-GAN: A Secure Federated Learning Framework with Constrained Computation and Unlabeled Data
Achintha Wijesinghe, Songyang Zhang, Siyu Qi +1
To satisfy the broad applications and insatiable hunger for deploying low latency multimedia data classification and data privacy in a cloud-based setting, federated learning (FL)…
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…
Machine Learning-based Automatic Graphene Detection with Color Correction for Optical Microscope Images
Hui-Ying Siao, Siyu Qi, Zhi Ding +3
Graphene serves critical application and research purposes in various fields. However, fabricating high-quality and large quantities of graphene is time-consuming and it requires h…