0% Complete
Home
/
14th International Conference on Computer and Knowledge Engineering
Dynamic Hand Gesture Recognition with 2DCNN-LSTM and Improved Keyframe Extraction
Authors :
Narjes Heidari
1
Javid Norouzi
2
Mohammad Sadegh Helfroush
3
Habibollah Danyal
4
1- Shiraz University of Technology
2- Shiraz University of Technology
3- Shiraz University of Technology
4- Shiraz University of Technology
Keywords :
dynamic hand gesture،deep learning،2DCNN،LSTM،keyframe
Abstract :
This paper presents a novel approach to dynamic hand gesture recognition that surpasses existing methods in accuracy and efficiency. By combining deep learning and clustering techniques, we propose a new framework for keyframe extraction that effectively captures representative video frames. Furthermore, a novel data augmentation method is introduced to enhance the robustness of our proposed 2DCNN-LSTM model. Our model achieves a state-of-the-art accuracy of 98.69% on the Northwestern Hand gesture Dataset, demonstrating the effectiveness of our approach in recognizing complex hand gestures. This research contributes to advancing the field of human-computer interaction by providing a robust and accurate method for dynamic hand gesture recognition, with potential applications in virtual reality, augmented reality, and human-robot interaction.
Papers List
List of archived papers
Investigating the Behavior of Generation Z Customers in Online Banking Services (Case Study of a Bank of Iran)
Elham Mahmoudabadi - Esmaeil Mollaahmadi
The process of multi class fake news dataset generation
Sajjad Rezaei - Mohsen Kahani - Behshid Behkamal
Designing a High Perfomance and High Profit P2P Energy Trading System Using a Consortium Blockchain Network
Poonia Taheri Makhsoos - Behnam Bahrak - Fattaneh Taghiyareh
Evolutionary Approach to GAN Hyperparameter Tuning: Minimizing Discriminator and Generator Loss Functions
Sajad Haghzad Klidbary - Anahita Babaei - Ramin Ghorbani
Intelligent Interpretation of Frequency Response Signatures to Diagnose Radial Deformation in Transformer Windings Using Artificial Neural Network
Reza Behkam - Hossein Karami - Mehdi Salay Naderi - Gevork B. Gharehpetian
BioBERT-based SNP-traits Associations Extraction from Biomedical Literature
Mohammad Dehghani - Behrouz Bokharaeian - Zahra Yazdanparast
Deep Inside Tor: Exploring Website Fingerprinting Attacks on Tor Traffic in Realistic Settings
Amirhossein Khajehpour - Farid Zandi - Navid Malekghaini - Mahdi Hemmatyar - Naeimeh Omidvar - Mahdi Jafari Siavoshani
Financial Market Prediction Using Deep Neural Networks with Hardware Acceleration
Dara Rahmati - Mohammad Hadi Foroughi - Ali Bagherzadeh - Mehdi Foroughi - Saeid Gorgin
CSI-Based Human Activity Recognition using Convolutional Neural Networks
Parisa Fard Moshiri - Mohammad Nabati - Reza Shahbazian - Seyed Ali Ghorashi
Histopathology Image-Based Cancer Classification Utilizing Transfer Learning Approach
Amir Meydani - Alireza Meidani - Ali Ramezani - Maryam Shabani - Mohammad Mehdi Kazeminasab - Shahriar Shahablavasani
more
Samin Hamayesh - Version 41.7.6