Hand Gesture Recognition with Convolution Neural Networks

被引:24
作者
Zhan, Felix [1 ]
机构
[1] USAOT, Mascot, TN 37806 USA
来源
2019 IEEE 20TH INTERNATIONAL CONFERENCE ON INFORMATION REUSE AND INTEGRATION FOR DATA SCIENCE (IRI 2019) | 2019年
关键词
deep learning; Convolution Neural Networks; Hand Gesture Recognition;
D O I
10.1109/IRI.2019.00054
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Hand gestures are the most common forms of communication and have great importance in our world. They can help in building safe and comfortable user interfaces for a multitude of applications. Various computer vision algorithms have employed color and depth camera for hand gesture recognition, but robust classification of gestures from different subjects is still challenging. I propose an algorithm for real-time hand gesture recognition using convolutional neural networks (CNNs). The proposed CNN achieves an average accuracy of 98.76% on the dataset comprising of 9 hand gestures and 500 images for each gesture.
引用
收藏
页码:295 / 298
页数:4
相关论文
共 61 条
[1]   Using Proxies for Node Immunization Identification on Large Graphs [J].
Ahn, Raymond ;
Zhan, Justin .
IEEE ACCESS, 2017, 5 :13046-13053
[2]  
Althoff F., 2005, VDI B ERICHTE
[3]   Using Empirical Recurrence Rates Ratio for Time Series Data Similarity [J].
Bhaduri, Moinak ;
Zhan, Justin .
IEEE ACCESS, 2018, 6 :30855-30864
[4]   A Novel Weak Estimator For Dynamic Systems [J].
Bhaduri, Moinak ;
Zhan, Justin ;
Chiu, Carter .
IEEE ACCESS, 2017, 5 :27354-27365
[5]   A Novel Online and Non-Parametric Approach for Drift Detection in Big Data [J].
Bhaduri, Moinak ;
Zhan, Justin ;
Chiu, Carter ;
Zhan, Felix .
IEEE ACCESS, 2017, 5 :15883-15892
[6]   Privacy preserving collaborative social network [J].
Blosser, Gary ;
Zhan, Justin .
PROCEEDINGS OF THE SECOND INTERNATIONAL CONFERENCE ON INFORMATION SECURITY AND ASSURANCE, 2008, :543-548
[7]   Deep Learning for Link Prediction in Dynamic Networks Using Weak Estimators [J].
Chiu, Carter ;
Zhan, Justin .
IEEE ACCESS, 2018, 6 :35937-35945
[8]   Uncovering Suspicious Activity From Partially Paired and Incomplete Multimodal Data [J].
Chiu, Carter ;
Zhan, Justin ;
Zhan, Felix .
IEEE ACCESS, 2017, 5 :13689-13698
[9]   A Framework for Community Detection in Large Networks Using Game-Theoretic Modeling [J].
Chopade, Pravin ;
Zhan, Justin .
IEEE Transactions on Big Data, 2017, 3 (03) :276-288
[10]  
Chopade P, 2015, 2015 IEEE INTERNATIONAL SYMPOSIUM ON TECHNOLOGIES FOR HOMELAND SECURITY (HST), DOI 10.1109/THS.2015.7225331