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

Low-cost dielectrophoresis-based microfluidic chip for label-free particle separation with 3D electrodes

Fatemeh Esmaeili - Zeynab Alipour - Mehdi Fardmanesh

Broadband Two Layers 1-Bit Metal-Only Transmitarray with Polarization Conversion Technique

Majid Karimipour - Iman Aryanian

PAVID-CVs: Persian Audio-Visual Database of CV syllables

Mahsa Hedayatipour - Yasser Shekofteh - Mohsen Ebrahimi Moghaddam

A high speed method for features extraction in face recognition systems

Hosein Khorami - Hadishahriar Shahhoseini

A Transformer-Based Model for Similar Fashion Image Retrieval with Image and Text Features

Zahra Sheykhvand - Milad Farzalizadeh - Majid Meghdadi

H_∞ Robust Constrained Control of Fuzzy-based Continuous-Time Nonlinear Systems

Mohsen Farbood - Mokhtar Shasadeghi - Taher Niknam - Behrouz Safarinejadian

Fragmentation-aware Coordinated Virtual Optical Network Embedding Algorithm Over Elastic Optical Networks

Niusha Sabri Kadijani - Lotfollah Beygi

A 6-12 GHz Wideband RF PIN Diodes based Limiter with 1-dB Insertion Loss and 30-dB Limitation Rate

Sina Rezaeeahvanouee - Javad Ghalibafan

ارائه روشی جهت بهبود عملکرد شبکه‌های بی‌سیم حسگر ناهمگون مبتنی بر برداشت انرژی

محمد فرشته حکمت - علیرضا کشاورز حداد

Optimal D2D Resource Allocation in Heterogeneous Cellular Networks by Decentralized Multi-Agent Deep Q-Learning

Pouya Akhoundzadeh - Ghasem Mirjalily - Mohammad taghi Sadeghi

ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 40.3.1