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Intelligent and Efficient Video Moment Localization

By Meng Liu

Product Image: Intelligent and Efficient Video Moment Localization

Intelligent and Efficient Video Moment Localization

By Meng Liu

0 - Default Title
Description
This book provides a comprehensive exploration of video moment localization, a rapidly emerging research field focused on enabling precise retrieval of specific moments within untrimmed, unsegmented videos. With the rapid growth of digital content and the rise of video-sharing platforms, users face significant challenges when searching for particular content across vast video archives. This book addresses how video moment localization uses natural language queries to bridge the gap between video content and semantic understanding, offering an intuitive solution for locating specific moments across diverse domains like surveillance, education, and entertainment. This book explores the latest advancements in video moment localization, addressing key issues such as accuracy, efficiency, and scalability. It presents innovative techniques for contextual understanding and cross-modal semantic alignment, including attention mechanisms and dynamic query decomposition. Additionally, the book discusses solutions for enhancing computational efficiency and scalability, such as semantic pruning and efficient hashing, while introducing frameworks for better integration between visual and textual data. It also examines weakly-supervised learning approaches to reduce annotation costs without sacrificing performance. Finally, the book covers real-world applications and offers insights into future research directions.
Product details
Number of Pages:
172
Release Date:
2025-06-20
Publication Date:
2025-06-20
Publisher:
Springer Nature Switzerland
Languages:
Original: English
ISBN10:
3031875877
ISBN13:
9783031875878
GPSR Manufacturer Reference:
[email protected]
Weight:
428 g
Height:
160 cm
Width:
241 cm
Thickness:
16 cm
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