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Materials Informatics Lecture 28: Image Segmentation
Online Presentations | 13 Aug 2024 | Contributor(s):: Taylor Sparks
Welcome back to our Materials Informatics playlist! In our previous video, we explored generative models like GANs. Today, we’re taking a brief interlude to discuss the fascinating world of image segmentation because tools from image segmentation are crucial to our next generative model!In...
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MatSci 395 Lecture 2.2: Segmentation Using GIMP
Online Presentations | 01 Nov 2021 | Contributor(s):: Tiberiu Stan
In this hands-on exercise we will manually segment an image from the XCT dataset of Al-Zn solidification using GIMPThe example image (c54_ObjT1_z164.png) for this exercise can be downloaded here:Example Image for Segmentation: 852x852 pixel XCT image
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U-Net Convolutional Neural Networks for Image Segmentation: Application to Scanning Electron Microscopy Images of Graphene
Online Presentations | 01 Feb 2021 | Contributor(s):: Aagam Rajeev Shah
This tutorial introduces you to U-Net, a popular convolutional neural network commonly developed for image segmentation in biomedicine. Using an assembled data set, you will learn how to create and train a U-Net neural network, and apply it to segment scanning electron microscopy images of...
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Unsupervised Clustering Methods for Image Segmentation: Application to Scanning Electron Microscopy Images of Graphene
Online Presentations | 27 Jan 2021 | Contributor(s):: Aagam Rajeev Shah
This tutorial will introduce you to some basic image segmentation techniques driven by unsupervised machine learning techniques such as the Gaussian mixture model and k-means clustering. You will learn how to implement k-means clustering and template matching, and use these to segment a...
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SEM Image Segmentation Workshop
Tools | 12 Jan 2021 | Contributor(s):: Aagam Rajeev Shah, Darren K Adams, Mitisha Surana, Ricardo Toro, Sameh H Tawfick, Elif Ertekin
This tool introduces users to machine learning used to segment microscopy images