The major goals of texture research in computer vision are to understand, model, and process texture and, ultimately, to simulate the human visual learning process using computer technologies. In the last decade, artificial intelligence has been revolutionized by machine learning and big data approaches, outperforming human prediction on a wide range of problems. In particular, deep learning convolutional neural networks (CNNs) are particularly well suited to texture analysis. This volume presents important branches of texture analysis methods which find a proper application in AI-based medical image analysis. This book:
Discusses first-order, second-order statistical methods, local binary pattern (LBP) methods, and filter bank-based methods
Covers spatial frequency-based methods, Fourier analysis, Markov random fields, Gabor filters, and Hough transformation
Describes advanced textural methods based on DL as well as BD and advanced applications of texture to medial image segmentation
Is aimed at researchers, academics, and advanced students in biomedical engineering, image analysis, cognitive science, and computer science and engineering
This is an essential reference for those looking to advance their understanding in this applied and emergent field.
The major goals of texture research in computer vision are to understand, model, and process texture and, ultimately, to simulate the human visual learning process using computer technologies. In the last decade, artificial intelligence has been revolutionized by machine learning and big data approaches, outperforming human prediction on a wide range of problems. In particular, deep learning convolutional neural networks (CNNs) are particularly well suited to texture analysis. This volume presents important branches of texture analysis methods which find a proper application in AI-based medical image analysis. This book:
Discusses first-order, second-order statistical methods, local binary pattern (LBP) methods, and filter bank-based methods
Covers spatial frequency-based methods, Fourier analysis, Markov random fields, Gabor filters, and Hough transformation
Describes advanced textural methods based on DL as well as BD and advanced applications of texture to medial image segmentation
Is aimed at researchers, academics, and advanced students in biomedical engineering, image analysis, cognitive science, and computer science and engineering
This is an essential reference for those looking to advance their understanding in this applied and emergent field.
The major goals of texture research in computer vision are to understand, model, and process texture, and ultimately, to simulate the human visual learning process using computer technologies. In the...
This book presents theories and techniques for perception of textures by computer. Texture is a homogeneous visual pattern that we perceive in surfaces of objects such as textiles, tree barks or...
Meta-analysis is the application of statistics to combine results from multiple studies and draw appropriate inferences. Its use and importance have exploded over the last 25 years as the need for a...
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