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.
Produkteigenschaften
- Artikelnummer: 9781447162957
- Medium: Buch
- ISBN: 978-1-4471-6295-7
- Verlag: Springer
- Erscheinungstermin: 16.01.2014
- Sprache(n): Englisch
- Auflage: 2014
- Serie: Advances in Computer Vision and Pattern Recognition
- Produktform: Gebunden, HC runder Rücken kaschiert
- Gewicht: 8999 g
- Seiten: 445
- Format (B x H x T): 160 x 241 x 31 mm
- Ausgabetyp: Kein, Unbekannt