An efficient method for human hand gesture detection and recognition using deep learning convolutional neural networks

PS Neethu, R Suguna, D Sathish - Soft Computing, 2020 - Springer
… In this paper, the human hand gestures are detected and recognized using convolutional
neural networks (CNN) … In this paper, deep learning convolutional neural network-based hand

A deep convolutional neural network approach for static hand gesture recognition

V Adithya, R Rajesh - Procedia computer science, 2020 - Elsevier
… the process of feature extraction from meta data by processing it through a number of … deep
learning architecture using convolutional neural network to recognize the static hand gestures

Real-time hand gesture recognition using fine-tuned convolutional neural network

JP Sahoo, AJ Prakash, P Pławiak, S Samantray - Sensors, 2022 - mdpi.com
hand gesture recognition is presented. The study includes the recognition of hand gestures
based on RGB cameras and depth sensors using machine learning and deep learning

Vision-based hand gesture recognition using deep learning for the interpretation of sign language

S Sharma, S Singh - Expert Systems with Applications, 2021 - Elsevier
… The hand gestures are the foundation of sign language… deep learning based convolutional
neural network (CNN) model is specifically designed for the recognition of gesture-based sign

Real-time hand gesture recognition based on deep learning YOLOv3 model

A Mujahid, MJ Awan, A Yasin, MA Mohammed… - Applied Sciences, 2021 - mdpi.com
… to other deep learning models. By using YOLOv3, our hand gesture recognition system has
… Furthermore, we will design a more advanced convolution neural network with data fusion, …

Performance evaluation of convolutional neural network for hand gesture recognition using EMG

AR Asif, A Waris, SO Gilani, M Jamil, H Ashraf… - Sensors, 2020 - mdpi.com
convolutional neural network (CNN) was implemented to decode hand gestures from the
sEMG data recorded from … With advancements in deep learning, many studies have explored …

Hand gesture recognition via enhanced densely connected convolutional neural network

YS Tan, KM Lim, CP Lee - Expert Systems with Applications, 2021 - Elsevier
Convolutional neural network (CNN) is one of the method from deep learning approach,
it is predominantly applied in image recognition tasks, including sign language …

Real-time hand gesture spotting and recognition using RGB-D camera and 3D convolutional neural network

DS Tran, NH Ho, HJ Yang, ET Baek, SH Kim, G Lee - Applied Sciences, 2020 - mdpi.com
… This paper presented a new approach to hand gesture recognition using a combination
of geometry algorithm and a deep learning method to achieve fingertip detection and …

Dynamic hand gesture recognition based on short-term sampling neural networks

W Zhang, J Wang, F Lan - IEEE/CAA Journal of Automatica …, 2020 - ieeexplore.ieee.org
… Vision based dynamic hand gesture recognition has become a hot research topic due to its
… a novel deep learning network for hand gesture recognition. The network integrates several …

Deep learning based hand gesture recognition and UAV flight controls

B Hu, J Wang - International Journal of Automation and Computing, 2020 - Springer
… software system based on deep learning neural networks. It is our … in deep learning network
based hand gesture recognition. The … of deep learning. Section 3 gives an overview of the …