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
Tuning of SMC Parameters for 3-DOF Spatial Parallel Robot Based on Whale Optimization Algorithm
Saeed Firuz Bahr Afzal - Amir Hossein Hassanabadi
Optimal Bidding Strategy of a Cascade Hydroelectric Unit in a Day-ahead Energy Market Using Particle Swarm Optimization
Shabnam Ahmadian Titkanloo - Sahar Ahmadian Titkanloo - Asghar Akbari Foroud - Sadaf Ahmadian - Soheil Ahmadian Titkanloo
Wake-Sleep Learning in R-STDP-Based Spiking Neural Networks to Avoid Catastrophic Forgetting
Mehrdad Baradaran - Katayoon Kobraei - Saeed Reza Kheradpisheh
Transmission Dynamics and Optimal Control Strategy to Mitigate the Spread of Novel Coronavirus: The Case of Iran
Reza Shadi - Ahmad Fakharian - Hamid Khaloozadeh
بررسی اثر نوسانات حرکتی در ارتباطات بیسیم مبتنی بر پهپاد حامل سطوح بازتابی هوشمند
معین درون پرور - نسیم محمدی - سیدمحمد رضوی زاده
A Geometry-based Approach to Reduce the Quantization lobe in 1-bit Reconfigurable Intelligent Surfaces
Nima Ahmadi - Forouhar Farzaneh
A Cost-Effective Solution for Traffic Sign Recognition and Geographic Localization Using a Monocular Camera
Mohadeseh Atyabi - Fardin Ayar - Mahdi Javanmardi
An improved ECG segmentation method based on adaptive Hermite functions
Abazar Arabameri - Sajad Haghzad Klidbary
Forged Channel: A Breakthrough Approach for Accurate Parkinson's Disease Classification using Leave-One-Subject-Out Cross-Validation
SeyedAmirReza Hamidi - Kamal Mohamed-Pour - Mohammad Yousefi
A High Linearity Wideband Low-Noise Amplifier Using Capacitor Cross-Coupled Common-Gate Structure
Abolfazl Rajaiyan - Fahimeh Rahimi - Mehdi Saberi
بیشتر
ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 43.6.0
