Genetic Programming for Image Classification

Genetic Programming for Image Classification
Author :
Publisher : Springer Nature
Total Pages : 279
Release :
ISBN-10 : 9783030659271
ISBN-13 : 3030659275
Rating : 4/5 (275 Downloads)

Book Synopsis Genetic Programming for Image Classification by : Ying Bi

Download or read book Genetic Programming for Image Classification written by Ying Bi and published by Springer Nature. This book was released on 2021-02-08 with total page 279 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book offers several new GP approaches to feature learning for image classification. Image classification is an important task in computer vision and machine learning with a wide range of applications. Feature learning is a fundamental step in image classification, but it is difficult due to the high variations of images. Genetic Programming (GP) is an evolutionary computation technique that can automatically evolve computer programs to solve any given problem. This is an important research field of GP and image classification. No book has been published in this field. This book shows how different techniques, e.g., image operators, ensembles, and surrogate, are proposed and employed to improve the accuracy and/or computational efficiency of GP for image classification. The proposed methods are applied to many different image classification tasks, and the effectiveness and interpretability of the learned models will be demonstrated. This book is suitable as a graduate and postgraduate level textbook in artificial intelligence, machine learning, computer vision, and evolutionary computation.


Genetic Programming for Image Classification Related Books

Genetic Programming for Image Classification
Language: en
Pages: 279
Authors: Ying Bi
Categories: Technology & Engineering
Type: BOOK - Published: 2021-02-08 - Publisher: Springer Nature

DOWNLOAD EBOOK

This book offers several new GP approaches to feature learning for image classification. Image classification is an important task in computer vision and machin
Genetic Programming
Language: en
Pages: 856
Authors: John R. Koza
Categories: Computers
Type: BOOK - Published: 1992 - Publisher: MIT Press

DOWNLOAD EBOOK

In this ground-breaking book, John Koza shows how this remarkable paradigm works and provides substantial empirical evidence that solutions to a great variety o
Genetic and Evolutionary Computation for Image Processing and Analysis
Language: en
Pages: 473
Authors: Stefano Cagnoni
Categories: Computer vision
Type: BOOK - Published: 2008 - Publisher: Hindawi Publishing Corporation

DOWNLOAD EBOOK

Cartesian Genetic Programming
Language: en
Pages: 346
Authors: Julian F. Miller
Categories: Computers
Type: BOOK - Published: 2011-09-18 - Publisher: Springer Science & Business Media

DOWNLOAD EBOOK

Cartesian Genetic Programming (CGP) is a highly effective and increasingly popular form of genetic programming. It represents programs in the form of directed g
Handbook of Genetic Programming Applications
Language: en
Pages: 593
Authors: Amir H. Gandomi
Categories: Computers
Type: BOOK - Published: 2015-11-06 - Publisher: Springer

DOWNLOAD EBOOK

This contributed volume, written by leading international researchers, reviews the latest developments of genetic programming (GP) and its key applications in s