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Sign Language Recognition Using Landmark Detection, GRU and LSTM 基于标记检测、GRU和LSTM的手语识别
American Journal of Electronics & Communication Pub Date : 2023-01-02 DOI: 10.15864/ajec.3305
Subhalaxmi Chakraborty, Prayosi Paul, Suparna Bhattacharjee, Soumadeep Sarkar, Arindam Chakraborty
{"title":"Sign Language Recognition Using Landmark Detection, GRU and LSTM","authors":"Subhalaxmi Chakraborty, Prayosi Paul, Suparna Bhattacharjee, Soumadeep Sarkar, Arindam Chakraborty","doi":"10.15864/ajec.3305","DOIUrl":"https://doi.org/10.15864/ajec.3305","url":null,"abstract":"Speech impairment is a kind of disability, affects individual's ability to communicate with each other. People with this problem use sign language for their communication. Though communication through sign language has been taken care of, there exists communication gap between signed\u0000 and non-signed people. To overcome this type of complexity researchers are trying to develop systems using deep learning approach. The main objective of this paper is subject to implement a vision-based application that offers translation of sign language to voice message and text to reduce\u0000 the gap between two kinds of people mentioned above. The proposed model extracts temporal and spatial features after taking video sequences. To extract the spatial features, MediaPipe Holistic has been used that consists of several solutions for the detecting face, had and pose landmarks.\u0000 Different kind of RNN (Recurrent Neural Network) like LSTM (Long Short-Term Memory) and GRU (Gated Recurrent Unit) have been used is to train on temporal features. By using both models and American Signed Language, 99% accuracy has been achieved. The experimental result shows that the recognition\u0000 method with MediaPipe Holistic followed by GRU or LSTM can achieve a high recognition rate that meets the need of a Sign Language Recognition system that on the real-time basis. Based on the expectation, this analysis will facilitate creation of intelligent- based Sign Language Recognition\u0000 systems and knowledge accumulation and provide direction to guide to the correct path.","PeriodicalId":280977,"journal":{"name":"American Journal of Electronics & Communication","volume":"59 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-01-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129346738","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Study on attitude heading reference system for an Unmanned Aerial Vehicle in an aerial surveillance scenario 空中监视场景下无人机姿态航向参考系统研究
American Journal of Electronics & Communication Pub Date : 1900-01-01 DOI: 10.15864/ajec.24003
{"title":"Study on attitude heading reference system for an Unmanned Aerial Vehicle in an aerial surveillance scenario","authors":"","doi":"10.15864/ajec.24003","DOIUrl":"https://doi.org/10.15864/ajec.24003","url":null,"abstract":"","PeriodicalId":280977,"journal":{"name":"American Journal of Electronics & Communication","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115326990","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Hybrid Approach for Heart Disease Detection using K-Means and K-NN Algorithm 一种基于k -均值和K-NN算法的心脏病检测混合方法
American Journal of Electronics & Communication Pub Date : 1900-01-01 DOI: 10.15864/ajec.4104
{"title":"A Hybrid Approach for Heart Disease Detection using K-Means and K-NN Algorithm","authors":"","doi":"10.15864/ajec.4104","DOIUrl":"https://doi.org/10.15864/ajec.4104","url":null,"abstract":"","PeriodicalId":280977,"journal":{"name":"American Journal of Electronics & Communication","volume":"190 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116400886","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
IOT Securities: A Review 物联网证券:综述
American Journal of Electronics & Communication Pub Date : 1900-01-01 DOI: 10.15864/ajec.24006
{"title":"IOT Securities: A Review","authors":"","doi":"10.15864/ajec.24006","DOIUrl":"https://doi.org/10.15864/ajec.24006","url":null,"abstract":"","PeriodicalId":280977,"journal":{"name":"American Journal of Electronics & Communication","volume":"73 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134621566","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
UTILIZATION OF THREE.JS AND UNITY TO MAKE A WEBGL API TO PERFORM 3D IMMERSIVENESS IN WEB 利用three.js和unity制作webgl API，在web中执行3d沉浸感
American Journal of Electronics & Communication Pub Date : 1900-01-01 DOI: 10.15864/ajec.3405
{"title":"UTILIZATION OF THREE.JS AND UNITY TO MAKE A WEBGL API TO PERFORM 3D IMMERSIVENESS IN WEB","authors":"","doi":"10.15864/ajec.3405","DOIUrl":"https://doi.org/10.15864/ajec.3405","url":null,"abstract":"","PeriodicalId":280977,"journal":{"name":"American Journal of Electronics & Communication","volume":"117 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"117322730","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Automated Stock Price Prediction using LSTM Recurrent Neural Network 基于LSTM递归神经网络的股票价格自动预测
American Journal of Electronics & Communication Pub Date : 1900-01-01 DOI: 10.15864/ajec.3104
{"title":"Automated Stock Price Prediction using LSTM Recurrent Neural Network","authors":"","doi":"10.15864/ajec.3104","DOIUrl":"https://doi.org/10.15864/ajec.3104","url":null,"abstract":"","PeriodicalId":280977,"journal":{"name":"American Journal of Electronics & Communication","volume":"33 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123528876","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Climate Change: Preliminary analysis and prediction using global temperature data 气候变化:利用全球温度数据的初步分析和预测
American Journal of Electronics & Communication Pub Date : 1900-01-01 DOI: 10.15864/ajec.3201
{"title":"Climate Change: Preliminary analysis and prediction using global temperature data","authors":"","doi":"10.15864/ajec.3201","DOIUrl":"https://doi.org/10.15864/ajec.3201","url":null,"abstract":"","PeriodicalId":280977,"journal":{"name":"American Journal of Electronics & Communication","volume":"93 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124653762","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Weather Forecasting System 天气预报系统
American Journal of Electronics & Communication Pub Date : 1900-01-01 DOI: 10.15864/ajec.24007
{"title":"Weather Forecasting System","authors":"","doi":"10.15864/ajec.24007","DOIUrl":"https://doi.org/10.15864/ajec.24007","url":null,"abstract":"","PeriodicalId":280977,"journal":{"name":"American Journal of Electronics & Communication","volume":"144 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128176588","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
No-Archi- An innovative idea for the Architects No-Archi——建筑师的创新理念
American Journal of Electronics & Communication Pub Date : 1900-01-01 DOI: 10.15864/ajec.4102
{"title":"No-Archi- An innovative idea for the Architects","authors":"","doi":"10.15864/ajec.4102","DOIUrl":"https://doi.org/10.15864/ajec.4102","url":null,"abstract":"","PeriodicalId":280977,"journal":{"name":"American Journal of Electronics & Communication","volume":"5 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115483164","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Application of Machine Learning Classifier in Automobile Domain 机器学习分类器在汽车领域的应用
American Journal of Electronics & Communication Pub Date : 1900-01-01 DOI: 10.15864/ajec.3301
{"title":"Application of Machine Learning Classifier in Automobile Domain","authors":"","doi":"10.15864/ajec.3301","DOIUrl":"https://doi.org/10.15864/ajec.3301","url":null,"abstract":"","PeriodicalId":280977,"journal":{"name":"American Journal of Electronics & Communication","volume":"50 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123984308","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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