The first book of its kind dedicated to the challenge of person re-identification, this text provides an in-depth, multidisciplinary discussion of recent developments and state-of-the-art methods. Features: introduces examples of robust feature representations, reviews salient feature weighting and selection mechanisms and examines the benefits of semantic attributes; describes how to segregate meaningful body parts from background clutter; examines the use of 3D depth images and contextual constraints derived from the visual appearance of a group; reviews approaches to feature transfer function and distance metric learning and discusses potential solutions to issues of data scalability and identity inference; investigates the limitations of existing benchmark datasets, presents strategies for camera topology inference and describes techniques for improving post-rank search efficiency; explores the design rationale and implementation considerations of building a practical re-identification system.
- ISBN:
- 9781447162957
- 9781447162957
-
Category:
- Pattern recognition
- Format:
- Hardback
- Publication Date:
-
16-01-2014
- Language:
- English
- Publisher:
- Springer London Ltd
- Country of origin:
- United Kingdom
- Pages:
- 445
- Dimensions (mm):
- 235x155x25mm
- Weight:
- 9kg
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