کنفرانس مهندسی برق ایران

صفحه اصلی / سی و یکمین کنفرانس بین المللی مهندسی برق

Human Identification based on micro-Doppler images using Residual Networks

نویسندگان :

Ali Pouresmaeil¹ Pegah Kakvand² Mohammad Ali Sebt³

1- دانشگاه خواجه نصیر الدین طوسی 2- دانشگاه صنعتی خواجه نصیرالدین طوسی 3- دانشگاه خواجه نصیر الدین طوسی

کلمات کلیدی :

human identification،micro-Doppler signature،convolutional neural networks،Kinect sensor

چکیده :

Importance of human identification is well known in surveillance systems. In this sense, radar is playing a key role in remote observation systems due to its ability in working in unsuitable weather and insufficient light. In this paper, human identification is investigated based on micro-Doppler signatures acquired from human walking and employing ResNet deep convolutional networks. Required micro-Doppler images are generated by simulation the backscattered signal of different persons using a Kinect sensor in absence of the radar. Then these images are fed to ResNet network to recognize person’s identity. It is shown that this method can achieve more accuracy in larger group of people which are 95.53% in identifying 30 different persons and 97.9% for 14 people.

لیست مقالات

لیست مقالات بایگانی شده

اصلاح مسیرخروجی ID FANتا دودکش اشکودا و امکان سنجی بازیابی حرارتی دود

یاشار مغمومی - فرشته صادقی

Location of Distributed Generation in the Distribution Network concerning of Capacity Credit with the TLBO Optimization Algorithm

Mohammadali Arash - Mohammad Khakroei

Impacts of Various Wind Turbine Generators on Transient Recovery Voltage in a Medium Voltage Power Network

Mostafa Heydari - Ali Asghar Razi-Kazemi

A Hybrid Approach for Multimodal Biometric Recognition based on Feature Level Fusion in Reproducing Kernel Hilbert Space

Mohammad Hassan Safavipour - Mohammad Ali Doostari - Hamed Sadjedi

Optimization of Novel L-shaped Gate All Around Junctionless Field Effect Transistor

Mohammad Tabarsi Sochelmaei - Arash Yazdanpanah Goharrizi

Ultra-wideband RCS Reduction Using Checkerboard Configuration of Bed of Nails

Sadegh Sarjoughian - Mohsen Maddahali - Ahmad Bakhtafrouz

Formation Control of Bicycle Model of Mobile Robots with Disturbance Using PID Controller

Amirhossein Rahmankhanloo - Saeed Khankalantary - Ali Akbar Vahedi

Performance Analysis of the Modified Flux-Coupling-Type SFCL in VSC-HVDC System

Mohammad Khakroei - Ashkan Mirzaei Rajeooni - Mahdi Rahimi Pirbasti - Hossein Heydari

40Hz Auditory Entrainment Promotes Synchronization Between Frontal and Parietal Regions of the Brain

Mojtaba Lahijanian - Hamid Aghajan

HIV Virus States Estimation by Extended Kalman Particle Filter

Meysam Hooshmand - Mahtab Sharifian - Hamid Sharifian - Javad Mahmoudi

بیشتر

ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 42.0.4