publication . Article . 2021

Object detection and tracking in video sequences: formalization, metrics and results

R. P. Bohush; S. V. Ablameyko;
Open Access
  • Published: 29 Mar 2021 Journal: Informatics, volume 18, pages 43-60 (issn: 1816-0301, eissn: 2617-6963, Copyright policy)
  • Publisher: United Institute of Informatics Problems of the National Academy of Sciences of Belarus
Abstract
One of the promising areas of development and implementation of artificial intelligence is the automatic detection and tracking of moving objects in video sequence. The paper presents a formalization of the detection and tracking of one and many objects in video. The following metrics are considered: the quality of detection of tracked objects, the accuracy of determining the location of the object in a frame, the trajectory of movement, the accuracy of tracking multiple objects. Based on the considered generalization, an algorithm for tracking people has been developed that uses the tracking through detection method and convolutional neural networks to detect p...
Persistent Identifiers
Any information missing or wrong?Report an Issue