Artificial Intelligence Application for Image Super Resolution - Ghosh, Debmitra
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Here is a summary of the key points:1. High-resolution image generation: The book focuses on the challenge of obtaining high-resolution images from single or multiple low-resolution images. This is a significant problem in image processing, and the book explores various techniques and approaches to address it.2. Integration of image interpolation and super-resolution: Unlike other resources that treat image interpolation and super-resolution as separate topics, this book presents interpolation as a fundamental component within the super-resolution reconstruction process. By establishing a…mehr

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Produktbeschreibung
Here is a summary of the key points:1. High-resolution image generation: The book focuses on the challenge of obtaining high-resolution images from single or multiple low-resolution images. This is a significant problem in image processing, and the book explores various techniques and approaches to address it.2. Integration of image interpolation and super-resolution: Unlike other resources that treat image interpolation and super-resolution as separate topics, this book presents interpolation as a fundamental component within the super-resolution reconstruction process. By establishing a connection between the two, it offers a more comprehensive understanding of the overall image enhancement process.3. Comparison of different approaches: The book compares and contrasts the two major trends in image interpolation-polynomial-based methods and inverse problem-based approaches. By presenting this comparison, readers gain insights into the strengths, weaknesses, and suitability of each approach for different scenarios.4. Image registration and fusion: Two dedicated chapters in the book cover the complementary steps of image registration and image fusion.
Autorenporträt
Debmitra Ghosh is currently working as Assistant Professor in Computer Science Department of JIS University. She was a Test Automation Engineer and Test Analyst with 8+ years of experience in BAT (Business Analysis and Testing) practice.