Research of target detection and classification techniques using millimeter-wave radar and vision sensors

Z Wang, X Miao, Z Huang, H Luo - Remote Sensing, 2021 - mdpi.com
… We propose a target classification method based on radar micro-Doppler features and
image features. The short-time Fourier transform (STFT) is applied to radar data of effective …

Multi-target tracking and activity classification with millimeter-wave radar

KZ Rajab, B Wu, P Alizadeh, A Alomainy - Applied Physics Letters, 2021 - pubs.aip.org
The millimeterwave radar has made possible high resolution tracking, activity classification, …
Thus, measurements of individual target micro-Doppler signatures are possible, even in the …

Simultaneous target classification and moving direction estimation in millimeter-wave radar system

JC Kim, HG Jeong, S Lee - Sensors, 2021 - mdpi.com
… the target classification methods using the range and velocity information of an object [12,13],
because the proposed target classification … , target detection, point clustering, and target

Machine learning based object classification and identification scheme using an embedded millimeter-wave radar sensor

H Arab, I Ghaffari, L Chioukh, S Tatu, S Dufour - Sensors, 2021 - mdpi.com
target detection and target classification play an important role. Wireless radar sensing using
millimeter wave … For instance, in [8], a millimeter wave radar sensor is presented for early-…

Cnn based target classification in vehicular networks with millimeter-wave radar

L Zhang, S Xu, J Li - 2022 IEEE 95th Vehicular Technology …, 2022 - ieeexplore.ieee.org
… The target recognition and classification technology based on millimeter wave radar is a
research … In this paper, a millimeter-wave radar classification method based on deep learning is …

A novel method for concealed target detection and classification based on passive millimeter wave imaging

J Xiong, H Shui, Y Liu, Z Cao… - … Conference on Control …, 2019 - ieeexplore.ieee.org
… The traditional PMMW image classification methods rely on features extracted by experts …
In this paper, a target classification method based on CNN is proposed to classify the PMMW …

Machine learning-based target classification for MMW radar in autonomous driving

X Cai, M Giallorenzo… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
target classifier methods in literature that make use of target … type and target range, this paper
presents four target classification … determined by millimeter wave reflection measurements,” …

Human activity classification based on point clouds measured by millimeter wave MIMO radar with deep recurrent neural networks

Y Kim, I Alnujaim, D Oh - IEEE Sensors Journal, 2021 - ieeexplore.ieee.org
… His primary topic of research lies in radar target classification with machine-learning
techniques. His research has been focused on deep learning algorithms with remote detection, …

Radar-based materials classification using deep wavelet scattering transform: A comparison of centimeter vs. millimeter wave units

RN Khushaba, AJ Hill - IEEE Robotics and Automation Letters, 2022 - ieeexplore.ieee.org
… on radarsbased materials classification claiming that earlier … -digital converters’ high sensitivity
to target aspect angle, noise … ) cm-wave and IMAGEVK-74 (62-69 GHz) mm-wave imaging …

Coded-aperture computational millimeter-wave image classifier using convolutional neural network

R Sharma, R Hussung, A Keil, F Friederich… - IEEE …, 2021 - ieeexplore.ieee.org
… Roshani, “Comparative study between deep learning techniques and random forest approach
for hrrp based radar target classification,” in 2021 International Conference on Artificial …