Visual Saliency: From Pixel-Level to Object-Level Analysis

Language: English

Published by Springer International Publishing Feb 2019, 2019

3030048306 / 9783030048303

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Seller: BuchWeltWeit Ludwig Meier e.K., Bergisch Gladbach, GermanyBuchWeltWeit Ludwig Meier e.K.

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Softcover

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This item is printed on demand - it takes 3-4 days longer - Neuware -This book provides an introduction to recent advances in theory, algorithms and application of Boolean map distance for image processing. Applications include modeling what humans find salient or prominent in an image, and then using this for guiding smart image cropping, selective image filtering, image segmentation, image matting, etc.In this book, the authors present methods for both traditional and emerging saliency computation tasks, ranging from classical low-level tasks like pixel-level saliency detection to object-level tasks such as subitizing and salient object detection. For low-level tasks, the authors focus on pixel-level image processing approaches based on efficient distance transform. For object-level tasks, the authors propose data-driven methods using deep convolutional neural networks. The book includes both empirical and theoretical studies, together with implementation details of the proposed methods. Below are the key features for different types of readers. For computer vision and image processing practitioners:Efficient algorithms based on image distance transforms for two pixel-level saliency tasks;Promising deep learning techniques for two novel object-level saliency tasks;Deep neural network model pre-training with synthetic data;Thorough deep model analysis including useful visualization techniques and generalization tests;Fully reproducible with code, models and datasets available.For researchers interested in the intersection between digital topological theories and computer vision problems:Summary of theoretic findings and analysis of Boolean map distance;Theoretic algorithmic analysis;Applications in salient object detection and eye fixation prediction.Students majoring in image processing, machine learning and computer vision:This book provides up-to-date supplementary reading material for course topics like connectivity based image processing, deep learning for image processing;Some easy-to-implement algorithms for course projects with data provided (as links in the book);Hands-on programming exercises in digital topology and deep learning. 148 pp. Englisch.…

Seller Inventory # 9783030048303

Title
Visual Saliency: From Pixel-Level to Object-Level Analysis
Author
Jianming Zhang
Publisher
Springer International Publishing Feb 2019
Publication year
2019
Condition
Neu
Binding
Taschenbuch
Language
English
ISBN 10
3030048306
ISBN 13
9783030048303
Item weight
267 grams
Dimensions
235x155x8 mm

BuchWeltWeit Ludwig Meier e.K.

Bergisch Gladbach, Germany

5-star seller

AbeBooks seller since January 11, 2012

Shipping rates from Germany to U.S.A.

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BuchWeltWeit Ludwig Meier e.K.

Germany