Stan Sclaroff – författare
543 kr
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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 fordifferent 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.
Pattern Recognition. ICPR International Workshops and Challenges
Virtual Event, January 10–15, 2021, Proceedings, Part I
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Pattern Recognition. ICPR International Workshops and Challenges
Virtual Event, January 10–15, 2021, Proceedings, Part VI
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Pattern Recognition. ICPR International Workshops and Challenges
Virtual Event, January 10-15, 2021, Proceedings, Part VII
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Pattern Recognition. ICPR International Workshops and Challenges
Virtual Event, January 10–15, 2021, Proceedings, Part II
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Pattern Recognition. ICPR International Workshops and Challenges
Virtual Event, January 10-15, 2021, Proceedings, Part VIII
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Pattern Recognition. ICPR International Workshops and Challenges
Virtual Event, January 10–15, 2021, Proceedings, Part III
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Pattern Recognition. ICPR International Workshops and Challenges
Virtual Event, January 10–15, 2021, Proceedings, Part IV
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Pattern Recognition. ICPR International Workshops and Challenges
Virtual Event, January 10–15, 2021, Proceedings, Part V
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Image Analysis and Processing – ICIAP 2022
21st International Conference, Lecce, Italy, May 23–27, 2022, Proceedings, Part I
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The 168 papers included in the proceedings were carefully reviewed and selected from 307 submissions. They deal with video analysis and understanding; pattern recognition and machine learning; deep learning; multi-view geometry and 3D computer vision; image analysis, detection and recognition; multimedia; biomedical and assistive technology; digital forensics and biometrics; image processing for cultural heritage; robot vision; etc.
Image Analysis and Processing – ICIAP 2022
21st International Conference, Lecce, Italy, May 23–27, 2022, Proceedings, Part II
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The 168 papers included in the proceedings were carefully reviewed and selected from 307 submissions. They deal with video analysis and understanding; pattern recognition and machine learning; deep learning; multi-view geometry and 3D computer vision; image analysis, detection and recognition; multimedia; biomedical and assistive technology; digital forensics and biometrics; image processing for cultural heritage; robot vision; etc.
Image Analysis and Processing – ICIAP 2022
21st International Conference, Lecce, Italy, May 23–27, 2022, Proceedings, Part III
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The 168 papers included in the proceedings were carefully reviewed and selected from 307 submissions. They deal with video analysis and understanding; pattern recognition and machine learning; deep learning; multi-view geometry and 3D computer vision; image analysis, detection and recognition; multimedia; biomedical and assistive technology; digital forensics and biometrics; image processing for cultural heritage; robot vision; etc.
Image Analysis and Processing. ICIAP 2022 Workshops
ICIAP International Workshops, Lecce, Italy, May 23–27, 2022, Revised Selected Papers, Part I
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Image Analysis and Processing. ICIAP 2022 Workshops
ICIAP International Workshops, Lecce, Italy, May 23–27, 2022, Revised Selected Papers, Part II
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