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Image Processing Basics

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Related lectures (33)

Image Processing Fundamentals Log in to Mediaspace to watch this video

Covers the basics of image processing for microscopy, including acquiring, correcting defects, enhancing images, and extracting information.

Feature Expansion: Kernels and KNN Log in to Mediaspace to watch this video

Covers feature expansion, kernels, and K-nearest neighbors, including non-linearity, SVM, and Gaussian kernels.

Deep Learning: Edge Detection and Neural Networks Log in to Mediaspace to watch this video

Discusses edge detection techniques and the evolution of deep learning in neural networks.

Kernels: Nonlinear Transformations Log in to Mediaspace to watch this video

Explores kernels for simplifying data representation and making it linearly separable in feature spaces, including popular functions and practical exercises.

Image Processing I: Correlation Measures and Matched Filtering Log in to Mediaspace to watch this video

Explores correlation measures, matched filtering, and feature extraction in image processing.

Reconstructing Color Images: Techniques and Applications Log in to Mediaspace to watch this video

Covers techniques for reconstructing color images using optical detection and artificial intelligence to enhance image quality and reduce noise.

Digital Image Correlation: Practical Log in to Mediaspace to watch this video

Focuses on the practical application of Digital Image Correlation for civil engineers, covering measuring displacement fields and computing strain fields.

Kernel Regression: K-nearest Neighbors Log in to Mediaspace to watch this video

Covers the concept of kernel regression and K-nearest neighbors for making data linearly separable.

Edge Detection: Deep Learning Insights Log in to Mediaspace to watch this video

Explores the evolution of edge detection techniques, from Canny to deep learning insights.

Directional Image Analysis: Steerable Filters Log in to Mediaspace to watch this video

Explores directional image analysis and the implementation of steerable filters for edge and ridge detection.

X-ray Tomography Practical Analysis Log in to Mediaspace to watch this video

Covers the practical analysis of X-ray tomography images using Fiji software.

Memory Management & Crash Programs Log in to Mediaspace to watch this video

Covers memory management for engineers, focusing on crash programs related to memory access errors.

Programming for Engineers Log in to Mediaspace to watch this video

Covers programming basics for engineers, emphasizing MATLAB, C, and LabVIEW tools for project development.

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