0% Complete
English
صفحه اصلی
/
چهاردهمین کنفرانس بین المللی فناوری اطلاعات و دانش
Persian deaf sign language recognition system using deep learning
نویسندگان :
Mohammad Ebrahimi
1
1- دانشگاه آزاد اسلامی واحد هرند (اصفهان)
کلمات کلیدی :
Deep learning،Machine vision،Dynamic programming،Sign language،Tracking
چکیده :
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.
لیست مقالات
لیست مقالات بایگانی شده
UltraLearn: Next-Generation CyberSecurity Learning Platform
Saeed Raisi - Saeid Ghasemshirazi - Ghazaleh Shirvani
پیاده سازی موازی یک طرح (t,n)-تسهیم چند تصویر با استفاده از GPU
سعیده کبیری راد
Predictive Maintenance using LSTM and Adaptive Windowing
Aien Ghanbari Adivi - Behrouz Shahgholi Ghahfarokhi
Design and modeling of a waiter robot
Amin Mohammadnejad - Hami Tourajizadeh
Intelligent Transportation System (ITS) Using Internet of Things (IoT)
Engineer Reza Khalilian - Dr. Abdalhossein Rezai - Dr. Sayyed Mohammad Reza Talakesh
Challenges of Specification Mining-based Test Oracle for Cyber-Physical Systems
Maryam Raiyat Aliabadi - Dr Mojtaba Vahidi - Dr Ramak Ghavamizadeh
Human Resource Allocation to the Credit Requirement Process, A Process Mining Approach
Omid Mahdi Ebadati - Mohammad Mehrabioun - Shokoofeh Sadat Hosseini
تولید خودکار موارد آزمون برای پوشش مسیر اصلی با الگوریتم جایا
ُSaba Yadegari - Mohammad-Reza Keyvanpour
A Community-Based Method for Identifying Influential Nodes using Network Embedding
Nargess Vafaei - Dr Mohammad Reza Keyvanpour
تخلیهی باری وظایف اینترنت اشیاء بر روی مه محاسباتی با استفاده از الگوریتم حشره آبسوار
عفت تقی زاده بیلندی - آرش دلداری - علیرضا صالحان
بیشتر
ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 42.5.2