Badal Soni Pradip K. Das Soni Image Copy-Move Forgery Detection

Image Copy-Move Forgery Detection

von Badal Soni Pradip K. Das

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Beschreibung

This book presents a detailed study of key points and block-based copy-move forgery detection techniques with a critical discussion about their pros and cons. It also highlights the directions for further development in image forgery detection. The book includes various publicly available standard image copy-move forgery datasets that are experimentally analyzed and presented with complete descriptions. Five different image copy-move forgery detection techniques are implemented to overcome the limitations of existing copy-move forgery detection techniques. The key focus of work is to reduce the computational time without adversely affecting the efficiency of these techniques. In addition, these techniques are also robust to geometric transformation attacks like rotation, scaling, or both.
This book presents a detailed study of key points and block-based copy-move forgery detection techniques with a critical discussion about their pros and cons. It also highlights the directions for further development in image forgery detection. The book includes various publicly available standard image copy-move forgery datasets that are experimentally analyzed and presented with complete descriptions. Five different image copy-move forgery detection techniques are implemented to overcome the limitations of existing copy-move forgery detection techniques. The key focus of work is to reduce the computational time without adversely affecting the efficiency of these techniques. In addition, these techniques are also robust to geometric transformation attacks like rotation, scaling, or both.
Presents a detailed study of key points and block-based copy-move forgery detection techniques Aims at reducing the computational time without adversely affecting the efficiency of CMFD techniques Introduces a new ConvNet based image copy-move forgery detection process with source/target location

Autor*in

Badal Soni

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Image Processing Image Security Copy-Move Forgery Detection SIFT SURF Deep Learning Machine Learning

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Details

ISBN: 9789811690402
Verlag: Springer Singapore
Erscheinung: 05.02.2022

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