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tabindex="-1"> <div class="row"> <div class="columns small-12"> <ul class="breadcrumbs"> <li><a href="/">Home</a></li> <li><a href="/lectures">Lectures</a></li> <li class="current">Computer Vision Overview and Applications</li> </ul> </div> </div> <div class="speakers"> <div class="row lecture__section"> <h1>Computer Vision Overview and Applications</h1> <span> <strong>Speaker: </strong> <a href="../speakers/vuppala_13049">Sunil Kumar Vuppala</a> <span> – Bangalore, India</span> </span><br/> <span> <strong>Topic(s): </strong> <a href="../topics/artificial-intelligence-machine-learning-computer-vision-natural-language-processing">Artificial Intelligence, Machine Learning, Computer Vision, Natural language processing</a> </span> </div> <div class="row lecture__section"> <h2>Abstract</h2> <div> The talk covers overview of computer vision, role of deep learning in computer vision and applications across the industries. </div> <div> <br /> </div> <div> Agenda: </div> <div> Basic concepts </div> <div> <span style="white-space: pre"> </span>—<span style="white-space: pre"> </span>Introduction to Computer Vision </div> <div> <span style="white-space: pre"> </span>—<span style="white-space: pre"> </span>CNN Basics – Convolution, Maxpooling </div> <div> <span style="white-space: pre"> </span>—<span style="white-space: pre"> </span>Classification </div> <div> Object Detection </div> <div> <span style="white-space: pre"> </span>—<span style="white-space: pre"> </span>Two shot vs One shot </div> <div> <span style="white-space: pre"> </span>—<span style="white-space: pre"> </span>Faster R-CNN </div> <div> <span style="white-space: pre"> </span>—<span style="white-space: pre"> </span>YoLO </div> <div> <span style="white-space: pre"> </span>—<span style="white-space: pre"> </span>Metric - IoU </div> <div> Semantic Segmentation </div> <div> <span style="white-space: pre"> </span>—<span style="white-space: pre"> </span>Sliding window, fully convolutional, upSampling </div> <div> <span style="white-space: pre"> </span>—<span style="white-space: pre"> </span>UNet </div> <div> Instance Segmentation </div> <div> <span style="white-space: pre"> </span>—<span style="white-space: pre"> </span>Pre-trained models </div> <div> Explainable Deep learning to open up the black box </div> <div> Applications of computer vision in various industry verticals </div> <div> <br /> </div> </div> <div class="row lecture__section"> <h2>About this Lecture</h2> <span> <strong>Number of Slides: </strong> 50</span><br/> <span> <strong>Duration: </strong> 90 - 120 minutes </span><br/> <span> <strong>Languages Available: </strong> English</span><br/> <span> <strong>Last Updated: </strong> <span id="lecDate"></span> </span> </div> <div class="row lecture__section"> <h2>Request this Lecture</h2> <p>To request this particular lecture, please complete this <a href="https://services.acm.org/public/speakers/request_lecture.cfm?lecture_id=13772" target="_blank">online form.</a> </p> </div> <div 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