کنفرانس مهندسی برق ایران

صفحه اصلی / بیست و نهمین کنفرانس مهندسی برق ایران

A Time-Distributed Convolutional Long Short-Term Memory for Hand Gesture Recognition

نویسندگان :

Mehdi Fatan Serj¹ Mersad Asgari² Bahram Lavi³ Domenec Puig Valls⁴ Miguel Angel Garcia⁵

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

Noninvasive Blood Pressure Classification Based on Photoplethysmography Using Machine Learning Techniques

Hanieh Mohammadi - Bahram Tarvirdizadeh - Khalil Alipour - Mohammad Ghamari

A Real Time MPC-Based Strategy for PV Plant with Battery Energy Storage

Mohammad Amini - Sajad Esmaeili - Mohammad Sayadlou - Amir Khorsandi - Seyed Hossein Hosseinian

A Novel RBFNN-Based Triple Terminal Sliding Mode Control for robotic manipulators

Mahdi Armoon - Marzie Lafouti - Babak Tavassoli - Hamid D.Taghirad

Electronic properties of 2D perovskites NMA2PbBr4 and NEA2PbBr4 for PeLED applications: first principle approach

Samad Shokouhi - Seyedeh bita Saadatmand - Vahid Ahmadi

Breast Cancer Detection by Time-Reversal Imaging Using Ultra-Wideband Modified Circular Patch Antenna Array

Mohammad Haghpanah - Zahra Ghattan Kashani - Atefeh Khalili Param

A Comprehensive Analysis of a Digital Control Strategy for Photovoltaic-Based Single-Phase Grid-Tied Inverter Systems

Soheil Hasani Sangani - Mohamad Reza Moslemnejad - Mojtaba Saeedi - Alireza Jalalitalab - Reza Beiranvand

مدلسازی، تحلیل و شبیه سازی مبدل رزونانسی LC-LC با قابلیت همزمان جریان ثابت و ولتاژ ثابت در خروجی مناسب برای شارژ باتری

کامران داودی

ادغام حسگرهای رادار، لیدار و دوربین به منظور بهبود عملکرد در تشخیص اهداف برای کاربرد خودروهای خودران

سید مسعود معصومی زاده - محمد سجادی - طاها محقق - منصور نادرپور - صادق شاه سنایی - محمد علی مددی - زهرا کاوه وش - علی فتوت احمدی

Non-Line-of-Sight imaging using raster scanning at NIR wavelength

Mohammad Roueinfar - Mahdi Salmanian

Design of Dual Frequency Conformal Leaky-wave Holographic Antenna

Mohammad Amin Chaychi zadeh - Nader Komjani

بیشتر

ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 42.5.3