0% Complete
صفحه اصلی
/
بیست و نهمین کنفرانس مهندسی برق ایران
A Time-Distributed Convolutional Long Short-Term Memory for Hand Gesture Recognition
نویسندگان :
Mehdi Fatan Serj
1
Mersad Asgari
2
Bahram Lavi
3
Domenec Puig Valls
4
Miguel Angel Garcia
5
1- Rovira i Virgili University
2- دانشگاه صنعتی خواجه نصیرالدین طوسی
3- University of Campinas
4- Rovira i Virgili University
5- Autonomous University of Madrid
کلمات کلیدی :
hand gesture recognition, convolutional neural networks, long short-term memory, deep learning
چکیده :
The applications of human-robot interaction have recently raised many research interests, and hand gesture recognition to recognize human gestures in video-based problems is one of them. In the recent decade, deep learning techniques have proven their promising performance in the fields of pattern recognition and computer vision. This study presents an improved version of the Convolutional Neural Network in combination with Long Short-Term Memory for hand gesture recognition. The proposed structure is fully considered in a time-distributed framework to effectively train the network of the frame-level classification. Hence, employing a time-distributed framework, a TD-CNN-LSTM method is developed. Finally, The efficacy of our proposed architecture is evaluated on the recent publicly available GRIT corpus dataset, and we also show that our method outperforms the recent state of the art CNN-LSTM method.
لیست مقالات
لیست مقالات بایگانی شده
Exploring Graph Biomarkers and Connectivity in Epilepsy Through Graph Learning
Ali Khosravipour - Sepideh Hajipour Sardouie
Dual-Polarized Broadband Folded Cross-Dipole Base Station Antenna
Farzad Alizadeh - Javad Nourinia - Changiz Ghobadi - Keyhan Hosseini - Hiwa Taha Sediq - Bahman Mohammadi
Optimal Probability Placement of the Charge Station of Electric Vehicles in a Distributed Power Network Containing the DG using the Queuing Theory
Mohammadreza Mousavi khademi - Ebrahim Kazemi - Mehdi Zareian Jahromi
A Design Methodology for Submicron Low-Voltage Bandgap Voltage Reference
Mehdi Samavati - Samad Sheikhaei - Mohsen Jalali
GAN-Driven Image Generation for Metamaterial Absorbers Using Mean and Variance Encoding
Atefe Shahsavaripour - Mohammad Hossein Badiei - Leila Yousefi - Ahmad Kalhor
شبیه سازی رفتار و عملکرد مقره پلیمری 20 کیلوولت با اعمال آلودگی سطحی از نقطه نظر ارزیابی و سنجش جریان خزشی و ارائه الگوی معادل سازی آن
سیدمحمدعلی طباطبائی - حمید جوادی - مسعود عبدالحسین پور - فرامرز قلیچی
Social Welfare Maximization with Demand Response Program Using Stackelberg Game Theory
Mahtab Seyyedi - Ebrahim Pirmoradi - Turaj Amraee
Hybrid-Excited, Variable-Flux, and Inter-Modular Biased-Flux Motors: A Comparative Analysis
Mohammad Amirkhani - Ehsan Farmahini Farahani - Alireza Eikani - Mojtaba Mirsalim - Javad Shokrollahi Moghani
Physics-Based Learning Approach Using Self-Terms for Electromagnetic Scattering in Multi-Object Scenarios
Arefeh Nikdast - Amir ahmad Shishegar
تحلیل دینامیکی ماشین سنکرون مغناطیس دائم با آهنربای جانبی و تحلیل خطای اتصال کوتاه داخلی و ضعیف شدن آهنربا
آزیتا فتحی - پیمان نادری
ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 40.4.2