0% Complete
فارسی
Home
/
چهاردهمین کنفرانس بین المللی فناوری اطلاعات و دانش
Persian deaf sign language recognition system using deep learning
Authors :
Mohammad Ebrahimi
1
1- دانشگاه آزاد اسلامی واحد هرند (اصفهان)
Keywords :
Deep learning،Machine vision،Dynamic programming،Sign language،Tracking
Abstract :
Vision based communicating with compare of speech-based communicating is more complex and meaningful. Direct communication between deaf and other people is very difficult, so there are attempts for making a sign language interpreting system. Deep learning uses linear and nonlinear transformations to model the concepts in the data hierarchically. Deep learning also learns long time dependencies in sequential frames. A deep network has been created that has trained 14 words, and recognizes that words with its speed during playback. In this paper, data are given to two distinct systems and the results are compared with each other. The first system consists of three basic stages of hand and head tracking, feature extraction, and finally identification. Dynamic programming is used for tracking, that it is very timely. Right hand tracking is an important step. Possibility of placing two hands together causes the tracking system to be erroneous and occlusion. Dynamic algorithm, for hand tracking, has been explained. Difference frames has been used as score function and movement between two frame times has been used for penalty function in dynamic programming. Experiments from deaf news, has been tested, and well able to track right hand. The second system is a deep learning network with multiple layers that recognizes sign language word in a much higher speed than the first system.
Papers List
List of archived papers
Silicon photonic microring resonators: A Novel optical router based on Negative-First routing algorithm
Negin Bagheri Renani - Elham Yaghoubi
UltraLearn: Next-Generation CyberSecurity Learning Platform
Saeed Raisi - Saeid Ghasemshirazi - Ghazaleh Shirvani
ساخت پیکره برچسب خورده گزارش های آسیب شناسی
مسلم سمیعی پاقلعه - مهرنوش شمس فرد
تحویل بهینه جریان پخش زنده HTTP: یک رویکرد ترکیبی سرور- شبکه
فائزه امینی تهرانی - احمدرضا منتظرالقائم
جمعآوری، تحلیل و خلاصه سازی نظرات کاربران فارسی زبان در شبکههای اجتماعی پیرامون بیماری فراگیر کووید-19
محمدرضا شمس - محمد یاسین فخار محمدرضا شمس - محمد یاسین فخار -
A Hybrid Crow Search and Penguin Optimization Algorithm (CPMM) for Efficient Cloud Workflow Scheduling
Reza Akraminejad - Farhad Kazemipour - Mozhdeh Koreh Davoodi
Knowledge Graph Based Retrieval-Augmented Generation for Multi-Hop Question Answering Enhancement
Mahdi Amiri Shavaki - Pouria Omrani - Ramin Toosi - Mohammad Ali Akhaee
Short-Term Traffic Flow Prediction Based on a Recurrent Deep Neural Networks: Study in Tehran
Dr Monireh عبدوس - Taha Vajed Samei
Mamba-SAM: A Hybrid Architecture for Efficient Cardiac MRI Medical Image Segmentation
Mohammadreza Gholipour Shahraki - Mehdi Rezaeian - Mohammad Ghasemzadeh
Classification of mental states of human concentration based on EEG signal
Mehran Safari Dehnavi - Vahid Safari Dehnavi - Dr Masoud Shafiee
more
Samin Hamayesh - Version 42.5.2