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Lecture
Image processing: Basics and 3D Reconstruction
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Image Processing I: Composition, Pooling, Continuity, and Denoising
Explores composition, pooling, continuity, denoising, and popular CNN architectures for image segmentation in image processing.
Image Processing in Frequency Space
Explores Fourier Transform, frequency filtering, segmentation, and particle size estimation using image analysis techniques.
Deep Learning: Edge Detection and Neural Networks
Discusses edge detection techniques and the evolution of deep learning in neural networks.
Computer Vision Basics: Image Processing and Feature Detection
Covers the basics of computer vision, focusing on image processing techniques and feature detection.
Topology: Polyhedral Products and Edge Detection
Explores topology concepts and edge detection in computer vision, highlighting the significance of contours and gradients in image analysis.
A Localization Tale: Practical Course by BIOP
Covers practical aspects of using Fiji for everyday tasks in biological imaging.
Morphological Operations
Covers basic to advanced morphological operations for image analysis workflows.
Gaussian Mixture Models: Data Classification
Explores denoising signals with Gaussian mixture models and EM algorithm, EMG signal analysis, and image segmentation using Markovian models.