0% Complete
صفحه اصلی
/
بیست و نهمین کنفرانس مهندسی برق ایران
Transfer Learning Based Method for Human Activity Recognition
نویسندگان :
Saeedeh Zebhi
1
Smt Almodarresi
2
Vahid Abootalebi
3
1- Yazd university
2- Yazd university
3- Yazd university
کلمات کلیدی :
gait history image, gradient, human activity recognition, transfer learning
چکیده :
A gait history image (GHI) is a spatial template that accumulates regions of motion into a single image in which moving pixels are brighter than others. A new descriptor named Time-sliced averaged gradient boundary magnitude (TAGBM) is also designed to show the time variations of motion. In the proposed method, each video is split into N and M groups of consecutive frames, and the GHI and TAGBM are computed for each group, resulting spatial and temporal templates. Transfer learning with the fine-tuning technique has been used for classifying these templates. This proposed method achieves the recognition accuracies of 96.5% and 92.7% for KTH and UCF Sport action datasets, respectively. Also it is compared with state-of-the-art approaches and the results demonstrate that the proposed method has the best efficiency.
لیست مقالات
لیست مقالات بایگانی شده
امکان سنجی نظری آشکارسازی گاز سولفید هیدروژن توسط سیلی گرافن (g-SiC2)
حامد مهدوی نژاد - رزا صفایی - محمدحسین شیخی
Multiphysics Simulation of the Modified Flux Coupling Type SFCL in VSC-HVDC Network
Mohammad Khakroei - Ashkan Mirzaei Rajeooni - Mahdi Rahimi Pirbasti - Hossein Heydari
Sensitivity Analysis of Power Production and Efficiency in Shahid Mofateh Hamedan Power Plant: A Comparative Study of Operational Indicators
Mahdi Aliyari-Shoorehdeli - Aryan Isapour
Enhancing Disaster Communication: Multi-UAV Optimization for Efficient Coverage
Amirhossein Solati - Javad Zeraatkar Moghaddam - Mehrdad Ardebilipour
تخمین کانال V2X با استفاده از CDP وفقی
الهام نادری مقدم - محمدعلی سبقتی - حسن زارعیان
Enhanced the Droop Approach MMC-Based in AC Microgrids
Amirhossein Fallah Bagheri - Hamid Reza Baghaee - Ali Yazdian Varjani - Kourosh Khalaj Monfared - Reza Alizadeh
Image steganography Based on Chaos permutation, authentication and wiener deconvolution
Ali Sheidaee - Mohammad Asadpour - Leili Farzinvash
A New Model of Interleaved Boost CF-CLLC Integrated Resonant Converter with Fixed-Frequency PWM Control for Renewable Energy Applications in Fuel Cell and Battery-Powered Electric Vehicles
Mina Taheri - Hossein Askariyan Abyane
Index and impulse in Singular Biological Continuous Systems
Behnam Babaei - Masoud Shafiee
Evaluation of Different Connectivity Methods for Obsessive Compulsive Disorder Diagnosis
Samandokht Rashidi - Amin Abdipourasl - Fatemeh Jamaloo - Reza Rostami
بیشتر
ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 43.6.0
