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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="utf-8">
<title>EASYTALK : Sri Lankan Sign Language Translator</title>
<meta content="width=device-width, initial-scale=1.0" name="viewport">
<meta content="" name="keywords">
<meta content="" name="description">
<!-- Favicons -->
<link href="img/EasyTalkFavicon.png" rel="icon">
<link href="img/EasyTalkFavicon.png" rel="EasyTalkFavicon">
<!-- Google Fonts -->
<link href="https://fonts.googleapis.com/css?family=Open+Sans:300,300i,400,400i,700,700i|Montserrat:300,400,500,700" rel="stylesheet">
<link rel="stylesheet" href="https://use.fontawesome.com/releases/v5.8.1/css/all.css" integrity="sha384-50oBUHEmvpQ+1lW4y57PTFmhCaXp0ML5d60M1M7uH2+nqUivzIebhndOJK28anvf" crossorigin="anonymous">
<!-- Bootstrap CSS File -->
<link href="lib/bootstrap/css/bootstrap.min.css" rel="stylesheet">
<!-- Libraries CSS Files -->
<link href="lib/font-awesome/css/font-awesome.min.css" rel="stylesheet">
<link href="lib/animate/animate.min.css" rel="stylesheet">
<link href="lib/ionicons/css/ionicons.min.css" rel="stylesheet">
<link href="lib/owlcarousel/assets/owl.carousel.min.css" rel="stylesheet">
<link href="lib/lightbox/css/lightbox.min.css" rel="stylesheet">
<!-- Main Stylesheet File -->
<link href="css/style.css" rel="stylesheet">
<link href="css/timeline.css" rel="stylesheet">
</head>
<body>
<!-- Header -->
<header id="header" class="fixed-top">
<div class="container">
<div class="logo float-left">
<a href="#intro" class="scrollto"><img src="img/EasyTalkLogo_v3.png" alt="" style="zoom: 200%; margin-top: -5%;"></a>
</div>
<nav class="main-nav float-right d-none d-lg-block">
<ul>
<li class="active"><a href="#intro">Home</a></li>
<li><a href="#scope">Research Scope</a></li>
<li class="drop-down"><a href="#milestone">Research Milestones</a>
<ul>
<li><a href="#proposal">Project Proposal</a></li>
<li><a href="#pp1">Progress Presentation I</a></li>
<li><a href="#pp2">Progress Presenatation II</a></li>
<li><a href="#demo">Demo</a></li>
<li><a href="#finalprep">Final Assessment</a></li>
<li><a href="#viva">Viva</a></li>
</ul>
</li>
<li><a href="#documents">Documents</a></li>
<li><a href="#presentations">Presentations</a></li>
<li><a href="#aboutUs">About Team</a></li>
<li><a href="#contactUs">Contact Us</a></li>
</ul>
</nav>
<!-- .main-nav -->
</div>
</header>
<!-- #header -->
<!-- Intro Section -->
<section id="intro" class="clearfix">
<div class="container">
<div class="intro-info" data-wow-duration="0.2s">
<h2> EasyTalk</h2>
<p class="description text-justify" style="color: white; padding-right: 30px; font-size:15px">
Sign language is used by the hearing-impaired and inarticulate community to communicate with each other. Not all in the society are aware of the sign language and people do require a translation. Mostly, Sri Lankan Sign Language is tightly bound to the hearing-impairies and inarticulates which makes it difficult for the verbally-challengables to communicate with normal people in Sri Lanka. As a solution, we present a translator which will translate the Sri Lankan Sign Language into text-speech and vice-versa which would benefit the verbally challenged to express their ideas back and forth.
</p>
<div>
<a href="#scope" class="btn-get-started scrollto">Get Started</a>
</div>
</div>
</div>
<div class="intro-img">
<img src="https://firebasestorage.googleapis.com/v0/b/easytalk-2b63e.appspot.com/o/intro-bg-ani.png?alt=media&token=02c189fb-563a-4112-9e9f-538311273cfb" alt="" class="img-fluid">
</div>
</section>
<!-- #intro -->
<br/>
<main id="main">
<!-- Project Scope Section -->
<section id="scope">
<div class="container">
<header class="section-header" style="margin-bottom: -7%;">
<h3>Research Scope</h3>
<p>This section contains domain details of EasyTalk</p>
</header>
<div class="row about-extra" data-wow-duration="0.2s">
<div class="col-lg-6 wow fadeInUp">
<img src="img/survey.svg" class="img-fluid" alt="">
</div>
<div class="col-lg-6 wow fadeInUp pt-5 pt-lg-0">
<h4 class="text-center">LITERATURE SURVEY</h4>
<p class="text-justify" style="font-size: 15px;">
Researches related to sign languages are done around the world. Chinese sign language,
American sign language, and Sinhala are some of them. These sign language detections have two approaches.
One is image or vision-based and the other one is device-based.
In general, the identification of signs includes pre-processing, extraction of features, and classification in a simple phase.
Pre-processing is done in the sense to remove an unwanted element from the context. From the Region of Interest (ROI),
image feature will be extracted, and it will be classified using a certain method.
</p>
<p class="text-justify" style="font-size: 15px;">
When talking about device-based sign recognition, a system is proposed by Gibran & team for Mexican sign language using Kinect sensor.
The system will store the colour, depth and the skeleton tracking information using the RGB-D camera. Dynamic Time Wrapping (DTW)
algorithm had been used in this system to interpret gestures.
</p>
<p class="text-justify" style="font-size: 15px;"> Haar Cascade Classifier has shown 92.68% accuracy in Kanchan & Surekha’s work.
They have interpreted Indian sign language using webcam images. However,
some images are not classified because of high motion gestures.
For the same sign language, Probabilistic Neural Network (PNN) classifier
has shown more accuracy than K-Nearest Neighbor (KNN) classifier. </p>
</div>
</div>
<div class="row about-extra" data-wow-duration="0.4s">
<div class="col-lg-6 wow fadeInUp order-1 order-lg-2">
<img src="img/about-extra-2.svg" class="img-fluid" alt="">
</div>
<div class="col-lg-6 wow fadeInUp pt-4 pt-lg-0 order-2 order-lg-1" data-wow-duration="0.4s">
<h4 class="text-center">RESEARCH GAP</h4>
<p class="text-justify" style="font-size: 15px;">
The first reason is Sri Lanka still listed as a developing country.
The tools & technologies which were used to build such systems by other countries are very expensive nowadays.
Sri Lankan government cannot be able to spend that amount of money for only one main purpose.
The second reason is that even we buy one of those system,
people cannot get the benefits of the system as each country has their own sign language.
</p>
<p class="text-justify" style="font-size: 15px;">
Another reason is that, the system which already implemented for a specific language such as Sinhala. Due to this reason,
if any person who doesn’t have a proper practice in that language won’t understand the system.
Therefore,by-today the ordinary people who are willing to communicate with hearing-impaired & mute people have challenged
with a huge communicating gap in their daily lives.
</p>
</div>
</div>
<div class="row about-extra" data-wow-duration="0.6s">
<div class="col-lg-6 wow fadeInUp">
<img src="img/about-extra-1.svg" class="img-fluid" alt="">
</div>
<div class="col-lg-6 wow fadeInUp pt-5 pt-lg-0">
<h4 class="text-center">RESEARCH PROBLEM</h4>
<div class="about-container">
<div class="col-lg-12">
<ul class="list-group">
<li class="list-group-item text-justify description" style="border: none;"><i class="fas fa-dot-circle text-info mx-2"></i>Sri Lanka relies on tourism and education for its growth.</li>
<li class="list-group-item text-justify description" style="border: none;"><i class="fas fa-dot-circle text-info mx-2"></i>Reliable communication between every citizen is key for country’s growth</li>
<li class="list-group-item text-justify description" style="border: none;"><i class="fas fa-dot-circle text-info mx-2"></i>The verbal and hearing impaired need a reliable and an easy go-to solution.</li>
<li class="list-group-item text-justify description" style="border: none;"><i class="fas fa-dot-circle text-info mx-2"></i> Such a translating solution should increase such person’s value</li>
</ul>
</div>
</div>
</div>
</div>
<div class="row about-extra">
<div class="col-lg-6 wow fadeInUp order-1 order-lg-2">
<img src="https://firebasestorage.googleapis.com/v0/b/easytalk-2b63e.appspot.com/o/objective.png?alt=media&token=76481075-5e21-4492-8f9d-3541f9b83ea5" class="img-fluid" alt="">
</div>
<div class="col-lg-6 wow fadeInUp pt-4 pt-lg-0 order-2 order-lg-1">
<h4 class="text-center">OBJECTIVES</h4> </br>
<!-- main object -->
<h5>MAIN OBJECTIVE</h5>
<div class="about-container">
<ul class="list-group">
<li class="list-group-item text-justify description" style="border: none;"><i class="fas fa-dot-circle text-info mx-2"></i>To improve the communication bond between the ordinary people & people with difficulties in hearing & speaking. To successfully fulfil the above idea, this system should be able to convert SSL into text formator audio format & converting English text format into SSL using low-resolution web application.</li>
</ul>
</div>
<br/>
<!-- Specific objects -->
<h5>SPECIFIC OBJECTIVES</h5>
<div class="about-container">
<div class="col-lg-11">
<ul class="list-group">
<li class="list-group-item text-justify description" style="border: none;"><i class="fas fa-dot-circle text-info mx-2"></i>To capture the input images using low-resolution web cameras in real-time.</li>
<li class="list-group-item text-justify description" style="border: none;"><i class="fas fa-dot-circle text-info mx-2"></i>To use ML algorithms effectively for detected sign classification</li>
<li class="list-group-item text-justify description" style="border: none;"><i class="fas fa-dot-circle text-info mx-2"></i> To display the detected hand sign meaning in textual or voice format in real-time</li>
<li class="list-group-item text-justify description" style="border: none;"><i class="fas fa-dot-circle text-info mx-2"></i> To translate user-entered text into relevant SSL hand sign</li>
</ul>
</div>
</div>
</div>
</div>
<div class="row about-extra">
<div class="col-lg-12 wow fadeInUp pt-5 pt-lg-0">
<h4 class="text-center">METHODOLOGY</h4>
<br/>
<div class="row">
<div class="col-md-4 col-md-5 offset-lg-1 wow bounceInUp" data-wow-duration="1.4s">
<div class="box">
<h5 class="title"><b>Data Acquisition:</b></h5>
<ul class="list-group" style="font-size: 15px;">
<li class="list-group-item text-justify description" style="border: none;"><i class="fas fa-dot-circle text-info mx-2"></i>Creating Dataset using 500 SSL hand images </li>
<li class="list-group-item text-justify description" style="border: none;"><i class="fas fa-dot-circle text-info mx-2"></i>Building a model using Faster RCNN</li>
<li class="list-group-item text-justify description" style="border: none;"><i class="fas fa-dot-circle text-info mx-2"></i> Detecting user-images on a live camera stream</li>
</ul>
</div>
</div>
<div class="col-md-4 col-md-5 wow bounceInUp" data-wow-duration="1.4s">
<div class="box">
<h5 class="title"><b>Sign Language Classification:</b></h5>
<ul class="list-group" style="font-size: 15px;">
<li class="list-group-item text-justify description" style="border: none;"><i class="fas fa-dot-circle text-info mx-2"></i>Building a model using CNN to interpret signs </li>
<li class="list-group-item text-justify description" style="border: none;"><i class="fas fa-dot-circle text-info mx-2"></i>Checking the accuracy of the user's hand image</li>
<li class="list-group-item text-justify description" style="border: none;"><i class="fas fa-dot-circle text-info mx-2"></i>Creating an API to fetch the identified letters</li>
</ul>
</div>
</div>
</div>
<br/>
<div class="row">
<div class="col-md-4 col-md-5 offset-lg-1 wow bounceInUp" data-wow-duration="1.4s">
<div class="box">
<h5 class="title"><b>Text-Audio Output Generation:</b></h5>
<ul class="list-group" style="font-size: 15px;">
<li class="list-group-item text-justify description" style="border: none;"><i class="fas fa-dot-circle text-info mx-2"></i>Converting output into a textual format </li>
<li class="list-group-item text-justify description" style="border: none;"><i class="fas fa-dot-circle text-info mx-2"></i>Checking the spelling mistakes in each collection</li>
<li class="list-group-item text-justify description" style="border: none;"><i class="fas fa-dot-circle text-info mx-2"></i>Converting output into audio-format</li>
</ul>
</div>
</div>
<div class="col-md-4 col-md-5 wow bounceInUp" data-wow-duration="1.4s">
<div class="box">
<h5 class="title"><b>Text to Sign Language Convertion:</b></h5>
<ul class="list-group" style="font-size: 15px;">
<li class="list-group-item text-justify description" style="border: none;"><i class="fas fa-dot-circle text-info mx-2"></i>Detecting user-inserted text using NLP</li>
<li class="list-group-item text-justify description" style="border: none;"><i class="fas fa-dot-circle text-info mx-2"></i>Building a model to identify relevant signs for a text</li>
<li class="list-group-item text-justify description" style="border: none;"><i class="fas fa-dot-circle text-info mx-2"></i>Creating a GIF images using hand signs</li>
</ul>
</div>
</div>
</div>
<div class="row about-extra">
<div class="col-md-12 wow fadeInUp pt-4 pt-lg-0 order-2 order-lg-1" data-wow-duration="0.6s">
<h4 class="text-center">TECHNOLOGIES USED</h4>
<div class="row">
<div class="col-sm-3 wow bounceInUp" data-wow-duration="1.4s">
<div class="box">
<div class="icon"><img src="img/VS Code.png" style="width:80%"/></div>
</div>
</div>
<div class="col-sm-3 wow bounceInUp" data-wow-duration="1.5s">
<div class="box">
<div class="icon"><img src="img/GitLab.jpg" style="width:80%"/></div>
</div>
</div>
<div class="col-sm-3 wow bounceInUp" data-wow-duration="1.6s">
<div class="box">
<div class="icon"><img src="img/Tensorflow.png" style="width:80%"/></div>
</div>
</div>
<div class="col-sm-3 wow bounceInUp" data-wow-duration="1.7s">
<div class="box">
<div class="icon"><img src="img/Python.jpg" style="width:80%"/></div>
</div>
</div>
</div>
<div class="row">
<div class="col-sm-3 wow bounceInUp" data-wow-duration="1.4s">
<div class="box">
<div class="icon"><img src="img/Labelbox.png" style="width:80%"/></div>
</div>
</div>
<div class="col-sm-3 wow bounceInUp" data-wow-duration="1.5s">
<div class="box">
<div class="icon"><img src="img/MongoDB.png" style="width:80%"/></div>
</div>
</div>
<div class="col-sm-3 wow bounceInUp" data-wow-duration="1.6s">
<div class="box">
<div class="icon"><img src="img/Jupyter.png" style="width:80%"/></div>
</div>
</div>
</div>
</div>
</div>
</div>
</section>
<!-- #scope -->
<br/>
<!-- Milestone Section -->
<section id="milestone">
<div class="container">
<div class="section-header">
<h3>Research Milestone</h3>
<p>This section has details about EASY TALK project</p>
</div>
<div class="row">
<div class="col-md-12">
<div class="main-timeline">
<div class="timeline" id="proposal">
<div class="timeline-icon"><i class="fa fa-cogs"></i></div>
<span class="year">2020-01-29</span>
<div class="timeline-content">
<h5 class="title"> <span style="float:left">12%</span>Project Proposal</h5>
<p class="description">
<span style="color:#727cb6"><b>Presentation: 6% | Proposal Report: 6%</b></span><br/>
The explaination how individual components are developing within the year to achieve the final research product.
</p>
</div>
</div>
<div class="timeline" id="pp1">
<div class="timeline-icon"><i class="fa fa-spinner"></i></div>
<span class="year">2020-07-14</span>
<div class="timeline-content">
<h5 class="title">Progress Presentation I<span style="float:right">15%</span></h5>
<p class="description">
A live demonstration with a presentation to justify the 50% completeness of the research product.
</p>
</div>
</div>
<div class="timeline" id="pp2">
<div class="timeline-icon"><i class="fa fa-tasks"></i></div>
<span class="year">2020-09-25</span>
<div class="timeline-content">
<h5 class="title"><span style="float:left">18%</span>Progress Presentation II</h5>
<p class="description">
<span style="color:#008B8B"><b>Presentation: 12% | Code Evaluation: 6% </b></span><br/>
A live demonstration with a presentation to justify the 90% completeness of the research product.
</p>
</div>
</div>
<div class="timeline" id="demo">
<div class="timeline-icon"><i class="fa fa-laptop"></i></div>
<span class="year">2020</span>
<div class="timeline-content">
<h5 class="title">Demo<span style="float:right; font-size: 13px;"><a href="img/poster.JPG">View Demo</a></span></h5>
<p class="description">
The video-captured demonstration to present the final view of the completed research product.
</p>
</div>
</div>
<div class="timeline" id="finalprep">
<div class="timeline-icon"><i class="fa fa-briefcase"></i></div>
<span class="year">2020</span>
<div class="timeline-content">
<h5 class="title"><span style="float:left">29%</span>Final Assessment</h5>
<p class="description">
<span style="color:#727CB6"><b>Presentation: 10% | Final Reports: 19%</b></span><br/>
The final detailed demonstration of the product which was done as the last stage of the research.
</p>
</div>
</div>
<div class="timeline" id="viva">
<div class="timeline-icon"><i class="fa fa-comments"></i></div>
<span class="year">2020</span>
<div class="timeline-content">
<h5 class="title">Viva<span style="float:right">37%</span></h5>
<p class="description">
<span style="color:#008B8B"><b>PP I: 15% | PP II: 12% | Final Presentation: 10%</b></span><br/>
The questionaire session with the research panel based on the flow of the research, EasyTalk.
</p>
</div>
</div>
</div>
</div>
</div>
</div>
</section>
<br/>
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<section id="documents" class="section-bg">
<div class="container">
<header class="section-header">
<h3>Research Documents</h3>
<p>This section includes already-produced documents and the documents which are pending to produce. </p>
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<div class="box">
<h4 class="title">Project Charter Document</h4>
<p class="description text-justify">
The formal documentation which used to share the understanding of the project’s scope, development, and objectives, while defining the roles and responsibilities of each member involved.
</p>
<br/>
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<h4 class="title">Proposal Document</h4>
<p class="description text-justify">
A detailed documentation which gives an idea to the audience of what problems EasyTalk intends to address and the methods through which intend to achieve the goal. This describes desired product's results and several quality constraints.
</p>
<br/>
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<h4 class="title">Research Log Book</h4>
<p class="description text-justify">
An online record book which used to record daily meetings conducted with supervisor and co-supervisor regarding the research's works. The daily updates in the GitLab accounts were also reported with the intension of tracking the improvements in the future.
</p>
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<h4 class="title">Status Document I</h4>
<p class="description text-justify">
Status Document-I was maintained individually while containing all the details about the current progress of each individual component. To prove the progresses the Gantt charts, WBSs, components' milestones and the details of the meetings with the supervisor were presented.
</p>
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<a style="text-decoration: none; color:white" target="_blank" href="resources/documents/Status Documents I">View Status Documents-I</a>
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<div class="box">
<h4 class="title">Status Document II</h4>
<p class="description text-justify">
Status Document-II also maintained individually and contains same cotents as Status documet I. Additionally, this documents contains the acceptance letters got from the conferences.
</p>
<br/>
<button class="btn btn-secondary btn-sm" type="button" aria-haspopup="true" aria-expanded="false" style="float:right">
<a style="text-decoration: none; color:white" target="_blank" href="#">View Status Documents-II</a>
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<div class="box" style="overflow: visible !important;">
<h4 class="title">Final Reports</h4>
<p class="description text-justify">
Five detailed documentations contain information about the overall product and it's 4 main components respectively. Each report evaluates how the research was executed, being honest and objective.
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<a class="dropdown-item" target="_blank" href="resources/documents/Final Report/Final_Report_Group.pdf">Final Report - 2020_077</a>
<a class="dropdown-item" target="_blank" href="resources/documents/Final Report/Final_Report_Manoj.pdf">Final Report - IT17050272</a>
<a class="dropdown-item" target="_blank" href="resources/documents/Final Report/Final_Report_Bavan.pdf">Final Report - IT17032766</a>
<a class="dropdown-item" target="_blank" href="resources/documents/Final Report/Final_Report_Thavananthan.pdf">Final Report - IT17068192</a>
<a class="dropdown-item" target="_blank" href="resources/documents/Final Report/Final_Report_Amashi.pdf">Final Report - IT17143950</a>
</div>
</div>
<br/>
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</div>
</div>
</div>
</section>
<!-- #documents -->
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<!-- Presentations Section -->
<section id="presentations" class="section-bg wow fadeIn">
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<header class="section-header">
<h3>Research Presentations</h3>
<p>This section contains all the slides of presentations based on the research.</p>
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<div class="card wow bounceInUp">
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<h5 class="card-title">Proposal Presentation</h5>
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View Presentation
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<h5 class="card-title">Progress Presentation I</h5>
<a href="resources/presentations/Progress Presentation I/Progress_Presentation_1.pdf" class="readmore" style="float: right;">View Presentation </a>
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<h5 class="card-title">Progress Presentation II</h5>
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<h5 class="card-title">Final Presentation</h5>
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<h4>S.M.B. Harshanath</h4>
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<h4>Jesuthasan Alosius</h4>
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<h4>D. MANOJ KUMAR </h4>
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<i class="fa fa-envelope" style="font-size: 12px; color:white"> it17050272@my.sliit.lk</i>
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<h4>Amashi BASTIANSZ</h4>
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<i class="fa fa-envelope" style="font-size: 12px; color:white"> it17143950@my.sliit.lk</i>
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<img src="img/thavananthan.jpg" class="img-fluid" alt="">
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<h4>S. THAVANANTHAN</h4>
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<i class="fa fa-envelope" style="font-size: 12px; color:white"> it17068192@my.sliit.lk</i>
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<h4>K. BAVANRAJ</h4>
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