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<!DOCTYPE HTML>
<!--
Story by HTML5 UP
html5up.net | @ajlkn
Free for personal and commercial use under the CCA 3.0 license (html5up.net/license)
-->
<html>
<head>
<title>Visualization Portfolio</title>
<meta charset="utf-8" />
<meta name="viewport" content="width=device-width, initial-scale=1, user-scalable=no" />
<link rel="stylesheet" href="assets/css/main.css" />
<noscript><link rel="stylesheet" href="assets/css/noscript.css" /></noscript>
</head>
<body class="is-preload">
<!-- Wrapper -->
<div id="wrapper" class="divided">
<!-- One -->
<section class="banner style1 orient-left content-align-left image-position-right fullscreen onload-image-fade-in onload-content-fade-right">
<div class="content">
<h1>Story</h1>
<p class="major">Geo-information science is the key tool to tackle climate change. remote sensing and data science enable us to analyze land situations and changes, which is key to measure carbon flux, reduce Greenhouse gases and increase carbon removals.</p>
<!-- A (modular, highly tweakable) responsive one-page template designed by <a href="https://html5up.net">HTML5 UP</a> and released for free under the <a href="https://html5up.net/license">Creative Commons</a>.</p> -->
<ul class="actions stacked">
<li><a href="#first" class="button big wide smooth-scroll-middle">Get Started</a></li>
</ul>
</div>
<div class="image">
<img src="images/MountainJapan.jpg" alt="" />
</div>
</section>
<!-- Two -->
<section class="spotlight style1 orient-right content-align-left image-position-center onscroll-image-fade-in" id="first">
<div class="content">
<p> In 2016, the Golden Jackal was first sighted in the Netherlands. It was necessary to know how the suitable habitat areas are linked to ensure genetic diversity of the species without having any conflict with wolf for habitat space and any obstacle for their paths.
GIS tools identified movement paths and locations where the connections between suitable habitats are obstructed by water </p>
<ul class="actions stacked">
<li><a href="images/Group_13A_GoldenJackalMovement_page.jpg" class="button">Learn More</a></li>
</ul>
</div>
<div class="image">
<img src="images/Group_13A_GoldenJackalMovement_page.jpg" alt="" />
</div>
</section>
<!-- Three -->
<section class="spotlight style1 orient-left content-align-left image-position-center onscroll-image-fade-in">
<div class="content">
<h2>Land Classification by Machine learning</h2>
<p>It is beneficial to understand land class using satellite data. Machine learning algorithm enables us to map land classes.</p>
<ul class="actions stacked">
<li><a href="LandClassification.jpg" class="button">Learn More</a></li>
</ul>
</div>
<div class="image">
<img src="images/LandClassification.jpg" alt="" />
</div>
</section>
<!-- Four -->
<section class="wrapper style1 align-center">
<div class="inner">
<h2>Multi label detection by deep learning</h2>
<p>In addition to machine learning, deep learning is also beneficial for land management. In this case, it was used to detect multiple objects in a single image.
I applied several deep learning models, then achieved more than 90% f-1 score by the fine-tuning model of MobileNet3.</p>
</div>
<!-- Gallery -->
<div class="gallery style2 medium lightbox onscroll-fade-in">
<article>
<a href="images/MobileNet3_task2_fine_tuned_pred.png" class="image">
<img src="images/MobileNet3_task2_fine_tuned_pred.png" alt="" />
</a>
<div class="caption">
<h3>Prediction and true labels</h3>
<p>Visual comparison between true labels and prediction.</p>
<ul class="actions fixed">
<li><span class="button small">Details</span></li>
</ul>
</div>
</article>
<article>
<a href="images/MobileNet3_task2_fine_tuned.png" class="image">
<img src="images/MobileNet3_task2_fine_tuned.png" alt="" />
</a>
<div class="caption">
<h3>Training history of fine-tuning MobileNet3</h3>
<p>Thanks to use of pre-trained MobileNet3, high accuracy and low loss were achieved. Interestingly, validation results is always better than those of training. </p>
<ul class="actions fixed">
<li><span class="button small">Details</span></li>
</ul>
</div>
</article>
<article>
<a href="images/MobileNet3_task2_fine_tuned_conf.png" class="image">
<img src="images/MobileNet3_task2_fine_tuned_conf.png" alt="" />
</a>
<div class="caption">
<h3>Confusion matrix for training results</h3>
<p>Confusion matrix is a good tool to understand the performance of the model. In this case, the model is good at detecting 'tree' and 'building' but not good at 'road' and 'water'.</p>
<ul class="actions fixed">
<li><span class="button small">Details</span></li>
</ul>
</div>
</article>
<article>
<a href="images/singleClasses.png" class="image">
<img src="images/singleClasses.png" alt="" />
</a>
<div class="caption">
<h3>Single label classification</h3>
<p>For single label classification task, Fine tuning of pre-trained ViT achieved 97% accuracy.</p>
<ul class="actions fixed">
<li><span class="button small">Details</span></li>
</ul>
</div>
</article>
</div>
</section>
<!-- Five -->
<section class="wrapper style1 align-center">
<div class="inner">
<h2>Biodiversity and its education</h2>
<p>Biodiversity is the key to tackle climate change. It is important to understand the biodiversity of the area and educate people to protect it.
Check out the concept of our Canopy Chase app to achieve this goal below (* only accessible from WUR students and teachers):</p>
<div style="text-align: center;">
<a href="https://storymaps.arcgis.com/stories/56127a79f9054aada3cc4b418c8845a7" target="_blank">
<img src="images/canopyChaseStoryMap.png" alt="" style="max-width: 100%; height: auto;">
</a>
</div>
<div class="inner">
<p>Canopy Chase Concept video</p>
<div class="video-container">
<div class="responsive-video"></div>
<iframe width="100%" height="300px" src="https://www.youtube.com/embed/2_Tammy2f54" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
</div>
</div>
</div>
<div class="inner">
<p>Canopy Chase App</p>
<iframe src="https://www.jotform.com/app/241562071609151" width="100%" height="600px"></iframe>
</div>
<div class="inner">
<a href="https://sketchfab.com/3d-models/ricopter-clipped-cloud-f4a83f5c23cc4bba861607f382181387?utm_medium=embed&utm_campaign=share-popup&utm_content=f4a83f5c23cc4bba861607f382181387" target="_blank" rel="nofollow" style="font-weight: bold; color: #1CAAD9;">
Ricopter LiDAR 3D Forest model
</a>
<iframe title="Ricopter_clipped - Cloud" width="100%" height= "300px" frameborder="0" allowfullscreen mozallowfullscreen="true" webkitallowfullscreen="true" allow="autoplay; fullscreen; xr-spatial-tracking" xr-spatial-tracking execution-while-out-of-viewport execution-while-not-rendered web-share src="https://sketchfab.com/models/f4a83f5c23cc4bba861607f382181387/embed">
</iframe>
<p style="font-size: 13px; font-weight: normal; margin: 5px; color: #4A4A4A;">
<!-- by <a href="https://sketchfab.com/wildflowers315?utm_medium=embed&utm_campaign=share-popup&utm_content=f4a83f5c23cc4bba861607f382181387" target="_blank" rel="nofollow" style="font-weight: bold; color: #1CAAD9;">
wildflowers315
</a> on
<a href="https://sketchfab.com?utm_medium=embed&utm_campaign=share-popup&utm_content=f4a83f5c23cc4bba861607f382181387" target="_blank" rel="nofollow" style="font-weight: bold; color: #1CAAD9;">Sketchfab</a> -->
</p>
</div>
<!-- <iframe src="images/canopyChaseStoryMap.png" width="100%" height="100px"></iframe> -->
<!-- <iframe src="https://www.arcgis.com/apps/MapSeries/index.html?appid=56127a79f9054aada3cc4b418c8845a7" width="100%" height="600px"></iframe> -->
</div>
</section>
<!-- Six -->
<!-- <section class="wrapper style1 align-center">
<div class="inner">
<h2>Ipsum sed consequat</h2>
<p>Lorem ipsum dolor sit amet, consectetur adipiscing elit. Morbi id ante sed ex pharetra lacinia sit amet vel massa. Donec facilisis laoreet nulla eu bibendum. Donec ut ex risus. Fusce lorem lectus, pharetra pretium massa et, hendrerit vestibulum odio lorem ipsum.</p>
<div class="items style1 medium onscroll-fade-in">
<section>
<span class="icon style2 major fa-gem"></span>
<h3>Lorem</h3>
<p>Lorem ipsum dolor sit amet, consectetur adipiscing elit. Morbi dui turpis, cursus eget orci amet aliquam congue semper. Etiam eget ultrices risus nec tempor elit.</p>
</section>
<section>
<span class="icon solid style2 major fa-save"></span>
<h3>Ipsum</h3>
<p>Lorem ipsum dolor sit amet, consectetur adipiscing elit. Morbi dui turpis, cursus eget orci amet aliquam congue semper. Etiam eget ultrices risus nec tempor elit.</p>
</section>
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<h3>Dolor</h3>
<p>Lorem ipsum dolor sit amet, consectetur adipiscing elit. Morbi dui turpis, cursus eget orci amet aliquam congue semper. Etiam eget ultrices risus nec tempor elit.</p>
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</section>
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<h3>Aliquam</h3>
<p>Lorem ipsum dolor sit amet, consectetur adipiscing elit. Morbi dui turpis, cursus eget orci amet aliquam congue semper. Etiam eget ultrices risus nec tempor elit.</p>
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<p>Lorem ipsum dolor sit amet, consectetur adipiscing elit. Morbi dui turpis, cursus eget orci amet aliquam congue semper. Etiam eget ultrices risus nec tempor elit.</p>
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<h3>Turpis</h3>
<p>Lorem ipsum dolor sit amet, consectetur adipiscing elit. Morbi dui turpis, cursus eget orci amet aliquam congue semper. Etiam eget ultrices risus nec tempor elit.</p>
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<h3>Ultrices</h3>
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<h3>Risus</h3>
<p>Lorem ipsum dolor sit amet, consectetur adipiscing elit. Morbi dui turpis, cursus eget orci amet aliquam congue semper. Etiam eget ultrices risus nec tempor elit.</p>
</section>
</div>
</div>
</section> -->
<!--Seven-->
<!-- Web App Embed Section -->
<section class="wrapper style1 align-center">
<div class="inner">
<h2>Leafmap MapLibre Demo Web App</h2>
<iframe src="https://streamlit-maplibre-d9e394cccd43.herokuapp.com/" width="100%" height="600px" style="border:none;"></iframe>
</div>
</section>
<!--Eight-->
<!-- Web App Embed Section -->
<section class="wrapper style1 align-center">
<div class="inner">
<h2>My first Machine learning Web App for Iris Flower prediction</h2>
<iframe src="https://myfirstapp-iris-ml-c403a0ea23e2.herokuapp.com/" width="100%" height="600px" style="border:none;"></iframe>
</div>
</section>
<!-- Ninth -->
<section class="wrapper style1 align-center">
<div class="inner medium">
<h2>Get in touch</h2>
<form method="post" action="#">
<div class="fields">
<div class="field half">
<label for="name">Name</label>
<input type="text" name="name" id="name" value="" />
</div>
<div class="field half">
<label for="email">Email</label>
<input type="email" name="email" id="email" value="" />
</div>
<div class="field">
<label for="message">Message</label>
<textarea name="message" id="message" rows="6"></textarea>
</div>
</div>
<!-- <ul class="actions special">
<li><input type="submit" name="submit" id="submit" value="Send Message" /></li>
</ul> -->
</form>
</div>
</section>
<!---Final section-->
<!-- Back to Home Button -->
<section>
<div class="align-center">
<a href="https://wildflowers315.github.io/" class="button">Back to Home</a>
</div>
</section>
<!-- Footer -->
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<li><a href="https://wildflowers315.github.io/" class="icon brands style2 fa-twitter"><span class="label">Twitter</span></a></li>
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<p>© wildflowers315 <span id="current-year"></span>. All rights reserved. Design: From <a href="https://html5up.net">HTML5 UP</a>.</p>
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