At the intersection of optics and deep learning: statistical inference, computing, and inverse design

D Mengu, MS Sakib Rahman, Y Luo, J Li… - Advances in Optics …, 2022 - opg.optica.org
Deep learning has been revolutionizing information processing in many fields of science
and engineering owing to the massively growing amounts of data and the advances in deep …

Three-dimensional shape reconstruction from single-shot speckle image using deep convolutional neural networks

H Nguyen, T Tran, Y Wang, Z Wang - Optics and Lasers in Engineering, 2021 - Elsevier
Abstract Three-dimensional (3D) shape reconstruction from a monocular two-dimensional
(2D) image has emerged as a highly demanded tool in many applications. This paper …

Deep learning based inverse model for building fire source location and intensity estimation

L Kou, X Wang, X Guo, J Zhu, H Zhang - Fire Safety Journal, 2021 - Elsevier
Effective fire detection provides early warnings and key information for first responders and
people trapped insides. The idea of integrating sensor data and fire modeling presents a …

[HTML][HTML] Diffractive interconnects: all-optical permutation operation using diffractive networks

D Mengu, Y Zhao, A Tabassum, M Jarrahi, A Ozcan - Nanophotonics, 2023 - degruyter.com
Permutation matrices form an important computational building block frequently used in
various fields including, eg, communications, information security, and data processing …

[HTML][HTML] Automatic handgun detection with deep learning in video surveillance images

J Salido, V Lomas, J Ruiz-Santaquiteria, O Deniz - Applied Sciences, 2021 - mdpi.com
There is a great need to implement preventive mechanisms against shootings and terrorist
acts in public spaces with a large influx of people. While surveillance cameras have become …

A motion induced passive infrared (PIR) sensor for stationary human occupancy detection

J Andrews, M Kowsika, A Vakil… - 2020 IEEE/ION position …, 2020 - ieeexplore.ieee.org
Passive Infrared (PIR) sensors are commonly used in indoor applications to detect human
presence. PIR sensors detect human presence by detecting the change in infrared radiation …

Fast vehicle and pedestrian detection using improved Mask R‐CNN

C Xu, G Wang, S Yan, J Yu, B Zhang… - Mathematical …, 2020 - Wiley Online Library
This study presents a simple and effective Mask R‐CNN algorithm for more rapid detection
of vehicles and pedestrians. The method is of practical value for anticollision warning …

[HTML][HTML] Accurate 3D shape reconstruction from single structured-light image via fringe-to-fringe network

H Nguyen, Z Wang - Photonics, 2021 - mdpi.com
Accurate three-dimensional (3D) shape reconstruction of objects from a single image is a
challenging task, yet it is highly demanded by numerous applications. This paper presents a …

Unconventional protocol for SAW sensor: multi-physic response enrichment in liquid medium

M Rube, O Tamarin, M Sebeloue, I Sadli… - IEEE Sensors …, 2021 - ieeexplore.ieee.org
This paper presents a new paradigm in the analysis and methodology for Surface Acoustic
Wave (SAW) devices for sensing application in a liquid medium. This new protocol …

Non-contact measurement of human respiration using an infrared thermal camera and the deep learning method

S Shu, H Liang, Y Zhang, Y Zhang… - … Science and Technology, 2022 - iopscience.iop.org
The existing methods of contact respiration rate (RR) measurement can bring discomfort to
the person being measured. However, RR is a human index that has to be monitored in …