0% Complete
صفحه اصلی
/
سی و یکمین کنفرانس بین المللی مهندسی برق
Human Identification based on micro-Doppler images using Residual Networks
نویسندگان :
Ali Pouresmaeil
1
Pegah Kakvand
2
Mohammad Ali Sebt
3
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
Clustering of Fuzzy Data Based on Particle Swarm Optimization
Najme Ghanbari - Seyed-hamid Zahiri - Hadi Shahraki
A New Gradient Driver with only a Single DC Voltage Source For Using In MRI Systems
Amirabbas Naghipour Shahrbabaki - Reza Beiranvand
Parkinson’s Disease Classification Using Continuous Wavelet Transform and Ensemble Convolutional Neural Networks on EEG Signals
Seyed Pedram Monazami - Raheleh Davoodi
Non-Invasive Blood Pressure Estimation using Poincaré Plot Indices of Photoplethysmography Signals
Fatemeh Shoeibi - Esmaeil Najafiaghdam - Afshin Ebrahimi
Ultra-Low Power Current-Mode ASK Demodulator for Contactless Smart Cards
Somayeh Yousefi - Mohsen Jalali
A Single-Fed Circularly-Polarized Elliptical Slot Antenna for S-Band applications
Sina Rezaee - Mahdi Janforooz - Behnam Rasoulpour
بهینه سازی تزویج فیبر نوری باریک شده و موجبر نوری بر بستر پلیمر
مهتاب حسینعلی زاده - مونا ثریا - غلام محمد پارسا نسب - شکراله کریمیان
تعیین محل خطا با استفاده از اطلاعات حاصل شده از خطا در حضور جبرانساز سری خازنی کنترل تریستوری (TCSC) به روش آفلاین.
حامد حیدری - سعید غنیمتی
Transmission and Energy Storage Co-Planning Expansion Considering Short-Term Uncertainties under Renewable Penetration
Mojtaba Moradi-Sepahvand - Turaj Amraee
Deep Learning-Based Imitation of Human Actions for Autonomous Pick-and-Place Tasks
Anoosheh Saadati - Mehdi Tale Masouleh - Ahmad Kalhor
بیشتر
ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 43.6.0
