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Binary Representation Learning on Visual Images Learning to Hash for Similarity Search /

This book introduces pioneering developments in binary representation learning on visual images, a state-of-the-art data transformation methodology within the fields of machine learning and multimedia. Binary representation learning, often known as learning to hash or hashing, excels in converting h...

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Bibliographic Details
Main Author: Zhang, Zheng (Author)
Corporate Author: SpringerLink (Online service)
Format: Electronic eBook
Language:English
Published: Singapore : Springer Nature Singapore : Imprint: Springer, 2024.
Edition:1st ed. 2024.
Subjects:
Information storage and retrieval systems.
Image processing.
Artificial intelligence > Data processing.
Information Storage and Retrieval.
Image Processing.
Data Science.
Online Access:https://doi.org/10.1007/978-981-97-2112-2
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Table of Contents:
  • Chapter 1. Introduction
  • Chapter 2. Scalable Supervised Asymmetric Hashing
  • Chapter 3. Inductive Structure Consistent Hashing
  • Chapter 4. Probability Ordinal-preserving Semantic Hashing
  • Chapter 5. Ordinal-preserving Latent Graph Hashing
  • Chapter 6. Deep Collaborative Graph Hashing
  • Chapter 7. Semantic-Aware Adversarial Training
  • Index.

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