Simple Two-Dimensional Object Tracking based on a Graph Algorithm

12/03/2014
by   Alexandra Heidsieck, et al.
0

The visual observation and tracking of cells and other micrometer-sized objects has many different biomedical applications. The automation of those tasks based on computer methods helps in the evaluation of such measurements. In this work, we present a general purpose algorithm that excels at evaluating deterministic behavior of micrometer-sized objects. Our concrete application is the tracking of fast moving objects over large distances along deterministic trajectories in a microscopic video. Thereby, we are able to determine characteristic properties of the objects. For this purpose, we use a set of basic algorithms, including blob recognition, feature-based shape recognition and a graph algorithm, and combined them in a novel way. An evaluation of the algorithms performance shows a high accuracy in the recognition of objects as well as of complete trajectories. Moreover, a direct comparison to a similar algorithm shows superior recognition rates.

READ FULL TEXT

page 5

page 10

research
02/13/2020

Extended Target Tracking and Classification Using Neural Networks

Extended target/object tracking (ETT) problem involves tracking objects ...
research
09/02/2021

Extended Object Tracking Using Sets Of Trajectories with a PHD Filter

PHD filtering is a common and effective multiple object tracking (MOT) a...
research
12/31/2018

Pixel personality for dense object tracking in a 2D honeybee hive

Tracking large numbers of densely-arranged, interacting objects is chall...
research
04/21/2017

Track Everything: Limiting Prior Knowledge in Online Multi-Object Recognition

This paper addresses the problem of online tracking and classification o...
research
12/22/2020

Limitation of Acyclic Oriented Graphs Matching as Cell Tracking Accuracy Measure when Evaluating Mitosis

Multi-object tracking (MOT) in computer vision and cell tracking in biom...
research
12/26/2012

Efficient Multiple Object Tracking Using Mutually Repulsive Active Membranes

Studies of social and group behavior in interacting organisms require hi...
research
11/13/2020

FastTrack: an open-source software for tracking varying numbers of deformable objects

Analyzing the dynamical properties of mobile objects requires to extract...

Please sign up or login with your details

Forgot password? Click here to reset