An effectual video compression scheme for wvsns based on block compressive sensing

GL Priya, D Ghosh - IEEE Transactions on Network Science …, 2023 - ieeexplore.ieee.org
The innovations in the field of sensor technology and the advent of Internet of Things entails
increased application of Wireless Visual Sensor Networks (WVSNs) in various sensing and …

A high-efficiency compressed sensing-based terminal-to-cloud video transmission system

S Zheng, XP Zhang, J Chen… - IEEE transactions on …, 2019 - ieeexplore.ieee.org
With the rapid popularization of mobile intelligent terminals, mobile video and cloud services
applications are widely used in people's lives. However, the resource-constrained …

Deep Sensing for Compressive Video Acquisition

M Yoshida, A Torii, M Okutomi, R Taniguchi… - Sensors, 2023 - mdpi.com
A camera captures multidimensional information of the real world by convolving it into two
dimensions using a sensing matrix. The original multidimensional information is then …

Compressive sensing multi-layer residual coefficients for image coding

Z Chen, X Hou, L Shao, C Gong, X Qian… - … on Circuits and …, 2019 - ieeexplore.ieee.org
Compressive sensing (CS)-based image coding scheme has been enthusiastically studied,
but it still has a poor rate-distortion performance compared with the traditional image coding …

Iterative reweighted Tikhonov-regularized multihypothesis prediction scheme for distributed compressive video sensing

C Chen, C Zhou, P Liu, D Zhang - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
Distributed compressive video sensing (DCVS) has great potential for signal acquisition and
processing in source-limited communication, eg, wireless video sensors networks, because …

Joint video compression and encryption using parallel compressive sensing and improved chaotic maps

J Sethi, J Bhaumik, AS Chowdhury - Digital Signal Processing, 2022 - Elsevier
In this paper, we propose a method for joint compression and encryption of video using
parallel compressive sensing (PCS) and improved chaotic maps. The method is shown to be …

Context-aware recovery of image block compressive sensing for wireless sensor networks

R Li, J Dai, Y Yang, Y Ni - IEEE Sensors Journal, 2023 - ieeexplore.ieee.org
In wireless sensor networks (WSNs), a lot of edge devices facilitate the low-latency image
communication. However, with limited processing, storage, and energy capabilities, these …

A lightweight recurrent learning network for sustainable compressed sensing

Y Zhou, Y Chen, X Zhang, P Lai… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Recently, deep learning-based compressed sensing (CS) has achieved great success in
reducing the sampling and computational cost of sensing systems and improving the …

A two-stage multi-hypothesis reconstruction scheme in compressed video sensing

WF Ou, CL Yang, WH Li, LH Ma - 2016 IEEE International …, 2016 - ieeexplore.ieee.org
Existing multi-hypothesis (MH) prediction algorithms in compressed video sensing (CVS)
are all deployed in measurement domain, which restricts the flexibility of block partitioning in …

Jsrnet: A joint sampling–reconstruction framework for distributed compressive video sensing

C Chen, Y Wu, C Zhou, D Zhang - Sensors, 2019 - mdpi.com
Huge video data has posed great challenges on computing power and storage space,
triggering the emergence of distributed compressive video sensing (DCVS). Hardware …