ScissionLite: accelerating distributed deep learning with lightweight data compression for IIoT

H Ahn, M Lee, S Seong, GJ Na, IG Chun… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
Industrial Internet of Things (IIoT) applications can greatly benefit from leveraging edge
computing. For instance, applications relying on deep neural network (DNN) models can be …

Latency and Privacy Aware Convolutional Neural Network Distributed Inference for Reliable Artificial Intelligence Systems

Y Hu, X Xu, L Qi, X Zhou, X Xia - IEEE Transactions on Artificial …, 2024 - ieeexplore.ieee.org
Reliable artificial intelligence systems not only propose a challenge on providing intelligent
services with high quality for customers, but also require customers' privacy to be protected …

Color Face Image Generation with Improved Generative Adversarial Networks

YH Chang, PH Chung, YH Chai, HW Lin - Electronics, 2024 - mdpi.com
This paper focuses on the development of an improved Generative Adversarial Network
(GAN) specifically designed for generating color portraits from sketches. The construction of …

Feature-Guided Machine-Centric Image Coding for Downstream Tasks

S Kwak, J Yun, HG Choo, M Kim - 2023 IEEE International …, 2023 - ieeexplore.ieee.org
Video coding, a process of compressing and decompressing digital video content, has
traditionally been optimized for human visual systems by reducing its size while maintaining …

An Efficient Ventricular Arrhythmias Detection on Microcontrollers with Optimized 1D CNN

C Hwang, J So, J Rhe, J Kim, J Park… - 2024 IEEE 6th …, 2024 - ieeexplore.ieee.org
This paper introduces a novel solution utilizing a 1D convolutional neural network (CNN)
with optimizations like adaptive max-pooling, point-wise convolution, and a multi-objective …

Toward Efficient and Robust Computer Vision for Large-Scale Edge Applications

T Vu - 2023 - search.proquest.com
The past decade has been witnessing remarkable advancements in computer vision and
deep learning algorithms, ushering in a transformative wave of large-scale edge …

[PDF][PDF] Bounding Box Aware Edge-Cloud Collaborative Method for Multiple Object Detection

S Akamatsu, H Watanabe - ams.giti.waseda.ac.jp
The demand for real-time video processing from edge devices including surveillance
cameras and smartphones has been increasing. While edge processing power is improving …