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Feature-Based Probabilistic Data Association for Video-Based Multi-Object Tracking

af Michael Grinberg
Feature-Based Probabilistic Data Association for Video-Based Multi-Object Trackingaf Michael Grinberg
Bag om Feature-Based Probabilistic Data Association for Video-Based Multi-Object Tracking

This work proposes a feature-based probabilistic data association and tracking approach (FBPDATA) for multi-object tracking. FBPDATA is based on re-identification and tracking of individual video image points (feature points) and aims at solving the problems of partial, split (fragmented), bloated or missed detections, which are due to sensory or algorithmic restrictions, limited field of view of the sensors, as well as occlusion situations.

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  • Sprog:
  • Engelsk
  • ISBN:
  • 9783731507819
  • Indbinding:
  • Paperback
  • Sideantal:
  • 296
  • Udgivet:
  • 6. september 2018
  • Størrelse:
  • 148x19x210 mm.
  • Vægt:
  • 432 g.
  • 2-3 uger.
  • 5. december 2024
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This work proposes a feature-based probabilistic data association and tracking approach (FBPDATA) for multi-object tracking. FBPDATA is based on re-identification and tracking of individual video image points (feature points) and aims at solving the problems of partial, split (fragmented), bloated or missed detections, which are due to sensory or algorithmic restrictions, limited field of view of the sensors, as well as occlusion situations.

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