PCA-SVM for a Lightweight ASL Hand Gesture Image Recognition

AG Putrada, N Alamsyah, MN Fauzan… - 2023 International …, 2023 - ieeexplore.ieee.org
Other studies have previously researched creating a new dataset called Gesture Modified
National Institute of Standards and Technology (MNIST Gesture), similar to the MNIST …

HGR-ResNet: hand gesture recognition with enhanced residual neural network

CK Tan, KM Lim, CP Lee, RKY Chang… - … on Information and …, 2023 - ieeexplore.ieee.org
Hand Gesture Recognition (HGR) has garnered increasing attention in recent years due to
its potential to enhance human-computer interaction (HCI) and facilitate communication …

An experimental analysis of various machine learning algorithms for hand gesture recognition

S Bhushan, M Alshehri, I Keshta, AK Chakraverti… - Electronics, 2022 - mdpi.com
Nowadays, hand gestures have become a booming area for researchers to work on. In
communication, hand gestures play an important role so that humans can communicate …

HGR-ViT: hand gesture recognition with vision transformer

CK Tan, KM Lim, RKY Chang, CP Lee, A Alqahtani - Sensors, 2023 - mdpi.com
Hand gesture recognition (HGR) is a crucial area of research that enhances communication
by overcoming language barriers and facilitating human-computer interaction. Although …

Hand gesture recognition using PCA based deep CNN reduced features and SVM classifier

JP Sahoo, S Ari, SK Patra - 2019 IEEE International …, 2019 - ieeexplore.ieee.org
Automatic recognition of vision based static hand gesture images is a challenging task due
to illumination changes, diversity in user hand shape and high inter class similarities. This …

A recognition method of hand gesture with CNN-SVM model

M Ma, Z Chen, J Wu - International conference on bio-inspired computing …, 2016 - Springer
Given the popularity of hand gesture sign language, automatic interpretation of different
gestures has received ever increasing interests. However, owing to the complex of …

Alexnet-CNN based feature extraction and classification of multiclass ASL hand gestures

AA Barbhuiya, RK Karsh, S Dutta - Proceeding of Fifth International …, 2021 - Springer
In computer vision, accurate recognition and classification of hand gestures play a vital part
for developing gesture recognition systems for human–computer interaction (HCI). Error-free …

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

S Sharma, S Singh - Expert Systems with Applications, 2021 - Elsevier
Hand gestures have been the key component of communication since the beginning of an
era. The hand gestures are the foundation of sign language, which is a visual form of …

Hand Gesture Recognition System Based on Indian Sign Language Using SVM and CNN

AK Gupta, S Singh - International Journal of Image and Graphics, 2024 - World Scientific
Hand gestures (HGs) have been extensively acknowledged as a communication standard
for the deaf and dumb school system in the Indian sign language (ISL). We suggested an …

Hand gesture recognition using automatic feature extraction and deep learning algorithms with memory

RE Nogales, ME Benalcázar - Big Data and Cognitive Computing, 2023 - mdpi.com
Gesture recognition is widely used to express emotions or to communicate with other people
or machines. Hand gesture recognition is a problem of great interest to researchers because …