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<!DOCTYPE html>
<html lang="en">
<!-- ======= Head Section ======= -->
<head>
<meta charset="utf-8">
<meta content="width=device-width, initial-scale=1.0" name="viewport">
<title>Biobank</title>
<!-- IntSaV Logo-->
<link href="assets/img/projects/Biobank/unity_demo.png" rel="icon">
<!-- Google Fonts -->
<link
href="https://fonts.googleapis.com/css?family=Open+Sans:300,300i,400,400i,600,600i,700,700i|Raleway:300,300i,400,400i,500,500i,600,600i,700,700i|Poppins:300,300i,400,400i,500,500i,600,600i,700,700i"
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<!-- ======= Header ======= -->
<header id="header" class="fixed-top">
<div class="container d-flex align-items-center justify-content-between">
<a href="index.html" class="logo"><img src="assets/img/projects/Biobank/logo-bio.png" alt="" class="img-fluid"></a>
<nav id="navbar" class="navbar">
<ul>
<li><a class="nav-link scrollto" href="">Home</a></li>
<li><a class="nav-link scrollto" href="#projects">Projects</a></li>
<li><a class="nav-link scrollto" href="#footer">Contact</a></li>
</ul>
<i class="bi bi-list mobile-nav-toggle"></i>
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<!-- ======= Title Section ======= -->
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<div class="row justify-content-center">
<div class="col-12 col-md-9 col-lg-9 text-center">
<h3></h3>
<h1>Unity Biobank</h1>
<h2>"The Best Data, Annotated by the Best Experts"</h2>
<br>
<h3>Creating unique “AI-targeted” biobank of expertise</h3>
<br>
<h3>Supported by the <a href="https://www.bhf.org.uk/" target="_blank">BHF</a>, <a href="https://www.bsecho.org/" target="_blank">BSE</a>, and <a href="https://www.nihr.ac.uk/" target="_blank">NIHR</a></h3>
</div>
</div>
<div style="text-align: center;">
<a href="#projects" class="btn-get-started scrollto" style="padding: 15px 30px; background-color: #007bff; color: white; border-radius: 10px; text-decoration: none; margin-bottom: 20px; font-size: 20px;" target="_blank"> Go directly to Open Projects </a>
</div>
</section>
<!-- End Title -->
<main id="main">
<!-- ======= Resources Section ======= -->
<section id="resources" class="resources section-bg">
<div class="container-fluid" data-aos="fade-up">
<div class="row justify-content-center">
<div class="col-9 text-center">
<div class="section-title">
<h2>Description</h2>
</div>
</div>
</div>
</div>
<div class="container">
<div class="row">
<h4><b>Project Goals </b></h4>
<h6>
Join us in building the UK's largest and most diverse open-access biobank of echocardiographic images and annotations. This collaborative effort will fuel the development of AI algorithms that revolutionise cardiac care through improved image processing, acquisition, and interpretation..
</h6>
<h3> </h3>
<h3> </h3>
<h3> </h3>
<h4><b>Active Learning </b></h4>
<h6>
The images in the biobank project are selected using an active learning approach, which prioritises the most uncertain or informative cases for annotation. This method ensures that clinicians focus on labeling the images that will most effectively improve the AI model's performance, reducing the overall number of images that need to be annotated. More deatails can be found here: <a href="https://doi.org/10.1016/j.cmpb.2024.108111" target="_blank"
rel="noopener noreferrer">sciencedirect.com</a>
</h6>
<h3> </h3>
<h3> </h3>
<h3> </h3>
<h4><b>Quality Ranking </b></h4>
<h6>
For projects focused on image quality assessment, we utilize a Glicko-2 rating system. This method, originally designed for competitive games, allows for precise and dynamic ranking of images based on relative quality comparisons made by expert clinicians. Each image is assigned a rating, and the system adjusts these ratings based on the comparative assessments provided by the clinicians. More deatails can be found here: <a href="https://doi.org/10.21037%2Fjmai-22-55" target="_blank"
rel="noopener noreferrer">Medical Artificial Intelligence</a>
</h6>
<h3> </h3>
<h3> </h3>
<h3> </h3>
<h4><b>Unity Labelling Platform </b></h4>
<h6>
Our streamlined labelling platform works seamlessly across devices (Safari for MacOS, iPhone, iPad; Google Chrome for Windows, Linux, Android). The platform auto-detects your device type and provides tailored installation instructions. Secure sign-in with a Google account is required. The platform is freely available at: <a href="https://unityimaging.net" target="_blank"
rel="noopener noreferrer">unityimaging.net</a>
</h6>
<h3> </h3>
<h3> </h3>
<h3> </h3>
<h4><b>Who Should Participate?</b></h4>
<ul>
<li><b>Echocardiographers:</b> Your expertise in image interpretation is crucial for accurate assessment.</li>
<li><b>Cardiologists:</b> Your clinical knowledge can help understand the impact of foreshortening, endocardial borders visibility, etc on diagnosis.</li>
<li><b>Sonographers:</b> Your experience in image acquisition can provide valuable insights into optimizing image quality.</li>
</ul>
<h3> </h3>
<h3> </h3>
<h3> </h3>
<h4><b>Your Role</b></h4>
<ul>
<li><b>Review Echocardiographic Videos/Images:</b> You will be presented with a series of echocardiographic videos/images. </li>
<li><b>Assessment and Ranking:</b> Each project has a demonstration video explaining how to access the project on unityimaging.net along with the guidelines. Using the guidelines provided and your expertise, you will assess each video/image.</li>
<li><b>Provide Feedback (Optional):</b> Share your valuable insights and suggestions for improving the annotation process or the assessment criteria.</li>
</ul>
<h3> </h3>
<h3> </h3>
<h3> </h3>
<h4><b>Code Repositories </b></h4>
<h6>In the wake of open science, our priority has been the full publication of details of all methods
developed in research so that they can be reproduced, criticised, and improved upon. We make all our
research materials, including the datasets, code of experiments, and analyses, freely available at our
GitHub page: <a href="https://github.com/intsav" target="_blank"
rel="noopener noreferrer">github.com/intsav</a>
</h6>
<h3> </h3>
<h3> </h3>
<h3> </h3>
<h4><b>Datasets </b></h4>
<h6>The dataset for each project is described/provided in the COMPLETED PROJECTS section.</h6>
</h6>
<h3> </h3>
<h3> </h3>
<h3> </h3>
<!-- ======= workwithus Section ======= -->
<section id="workwithus" class="funding section-bg">
<div class="container-fluid" data-aos="fade-up">
<div class="row justify-content-center">
<div class="col-9 text-center">
<div class="section-title">
<h2>Work with us</h2>
</div>
</div>
</div>
</div>
<div class="container">
<div class="row">
<ul>
<h5> Work with Us on Echo Image Annotation Projects:</h5>
<ul type="square">
<li><b>Contribute to groundbreaking research:</b> Your expertise will directly impact the development of cutting-edge AI algorithms that can revolutionise cardiac care.</li>
<li><b>Earn competitive compensation:</b> Get paid for your valuable time and expertise.</li>
<li><b>Flexible work schedule:</b> Work from the comfort of your own home and set your own hours.</li>
<li><b>Make a real difference in patient lives:</b> Help improve the accuracy and efficiency of echocardiographic diagnosis, leading to better outcomes for patients worldwide.</li>
<li><b>Expand your professional network:</b> Collaborate with leading experts in the field of echocardiography and AI.</li>
<li><b>Enhance your skills and knowledge:</b> Gain valuable experience in image annotation and contribute to the advancement of medical imaging technology.</li>
</ul>
<h3> </h3>
<br>
</div>
</div>
</section>
<!-- End workwithus Section -->
<!-- ======= Projects Section ======= -->
<section id="projects" class="projects section-bg">
<div class="container" data-aos="fade-up">
<div class="row justify-content-center">
<div class="col-9 text-center">
<div class="section-title">
<h2>Open Projects</h2>
<h4>You can participate in any of the on-going projects</h4>
<br>
<br>
<h4><b>Image quality - A4C View</b></h4>
</div>
</div>
</div>
</div>
<div class="container">
<div class="row justify-content-center">
<div class="col-6 col-md-3" data-aos-delay="100">
<div class="icon-box iconbox-blue">
<div class="icon">
<a href="foreshortening.html">
<img src="assets/img/projects/Biobank/Foreshortening/Foreshortening(2).jpg" alt="Project icon" class="project-img">
</a>
</div>
<h4><a href="foreshortening.html">Foreshortening</a></h4>
</div>
</div>
<div class="col-6 col-md-3" data-aos-delay="100">
<div class="icon-box iconbox-blue">
<div class="icon">
<a href="Orientation.html">
<img src="assets/img/projects/Biobank/Alignment/anti_clockwise.png" alt="Project icon" class="project-img">
</a>
</div>
<h4><a href="Orientation.html">Alignment/Rotation</a></h4>
</div>
</div>
<div class="col-6 col-md-3" data-aos-delay="100">
<div class="icon-box iconbox-blue">
<div class="icon">
<a href="endocardial_borders.html">
<img src="assets/img/projects/Biobank/Border_Visibility/Borders.jpg" alt="Project icon" class="project-img">
</a>
</div>
<h4><a href="endocardial_borders.html">Endocardial Segments</a></h4>
</div>
</div>
<div class="col-6 col-md-3" data-aos-delay="100">
<div class="icon-box iconbox-blue">
<div class="icon">
<a href="Valve_visibility.html">
<img src="assets/img/projects/Biobank/Mitral_Visibility/valves_(2).png" alt="Project icon" class="project-img">
</a>
</div>
<h4><a href="Valve_visibility.html">Valve Visibility</a></h4>
</div>
</div>
<h3> </h3>
<br>
<div class="container" data-aos="fade-up">
<div class="row justify-content-center">
<div class="col-9 text-center">
<div class="section-title">
<h4><b>Image quality - PLAX View</b></h4>
</div>
</div>
</div>
</div>
<div class="col-6 col-md-3" data-aos-delay="100">
<div class="icon-box iconbox-blue">
<div class="icon">
<a href="PLAX_Foreshortening.html">
<img src="assets/img/projects/Biobank/PLAX_Foreshortening/Picture1.jpg" alt="Project icon" class="project-img">
</a>
</div>
<h4><a href="PLAX_Foreshortening.html">Foreshortening</a></h4>
</div>
</div>
<div class="col-6 col-md-3" data-aos-delay="100">
<div class="icon-box iconbox-blue">
<div class="icon">
<a href="PLAX_Orientation.html">
<img src="assets/img/projects/Biobank/PLAX_Orientation/normal.png" alt="Project icon" class="project-img">
</a>
</div>
<h4><a href="PLAX_Orientation.html">Alignment/Rotation</a></h4>
</div>
</div>
<!-- <div class="col-6 col-md-3" data-aos-delay="100">-->
<!-- <div class="icon-box iconbox-blue">-->
<!-- <div class="icon">-->
<!-- <a href="PLAX_Border.html">-->
<!-- <img src="assets/img/projects/Biobank/PLAX_Border/Picture1.jpg" alt="Project icon" class="project-img">-->
<!-- </a>-->
<!-- </div>-->
<!-- <h4><a href="PLAX_Border.html">Endocardial Segments</a></h4>-->
<!-- <p>Blood-Tissue Interface Visibility</p>-->
<!-- </div>-->
<!-- </div>-->
<div class="col-6 col-md-3" data-aos-delay="100">
<div class="icon-box iconbox-blue">
<div class="icon">
<a href="PLAX_Valve_visibility.html">
<img src="assets/img/projects/Biobank/PLAX_Valve_Visibility/Picture2.png" alt="Project icon" class="project-img">
</a>
</div>
<h4><a href="PLAX_Valve_visibility.html">Valve Visibility</a></h4>
</div>
</div>
<div class="container" data-aos="fade-up">
<div class="row justify-content-center">
<div class="col-9 text-center">
<div class="section-title">
<h4><b>Image classification</b></h4>
</div>
</div>
</div>
</div>
<div class="col-6 col-md-3" data-aos-delay="100">
<div class="icon-box iconbox-blue">
<div class="icon">
<a href="view-detection">
<img src="assets/img/projects/view_classification/classification.png" alt="Project icon" class="project-img">
</a>
</div>
<h4><a href="view-detection.html">View Detection</a></h4>
<p>Echo view classification</p>
</div>
</div>
<div class="container" data-aos="fade-up">
<div class="row justify-content-center">
<div class="col-9 text-center">
<div class="section-title">
<br>
<br>
<h2>Completed Projects</h2>
<h4>Available datasets (images and labells)</h4>
</div>
</div>
</div>
</div>
<div class="col-6 col-md-3" data-aos-delay="100">
<div class="icon-box iconbox-blue">
<div class="icon">
<a href="phase_detection.html">
<img src="assets/img/projects/phase_detection/heart-beat.png" alt="Project icon" class="project-img">
</a>
</div>
<h4><a href="phase_detection.html">Phase Detection</a></h4>
<p>Multibeat echocardiographic phase detection</p>
</div>
</div>
<div class="col-6 col-md-3" data-aos-delay="100">
<div class="icon-box iconbox-blue">
<div class="icon">
<a href="doppler.html">
<img src="assets/img/projects/Mitral_Inflow/MIPW.png" alt="Project icon" class="project-img">
</a>
</div>
<h4><a href="doppler.html">Mitral Inflow</a></h4>
<p>Mitral Inflow Analysis</p>
</div>
</div>
<div class="col-6 col-md-3" data-aos-delay="100">
<div class="icon-box iconbox-blue">
<div class="icon">
<a href="tdi.html">
<img src="assets/img/projects/TDI/TDI-Med-57.png" alt="Project icon" class="project-img">
</a>
</div>
<h4><a href="tdi.html">Tissue Doppler Imaging</a></h4>
<p>Automated analysis of tissue Doppler images</p>
</div>
</div>
</div>
</div>
</section>
<!-- End Projects Section -->
</main>
<!-- End #main -->
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<h2>Contact Details </h2>
</div>
<div class="container">
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<div class="col-lg-3 col-md-6 footer-contact">
<p>
Professor Massoud Zolgharni <br>
University of West London<br>
St Mary's Rd, Ealing <br>
London, W5 5RF, England<br>
Email: Massoud.Zolgharni@uwl.ac.uk<br>
</p>
</div>
<div class="col-lg-2 col-md-6 footer-links">
<p>
Professor Darrel Francis <br>
Imperial College London<br>
Du Cane Road <br>
London, W12 0NN, England<br>
Email: d.francis@imperial.ac.uk<br>
</p>
</div>
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