Tracing and tracking filamentous structures across scales: A systematic review
Isabella Østerlund1,2, Staffan Persson1, Zoran Nikoloski2,3
1Department of Plant and Environmental Sciences, University of Copenhagen, 1871 Frederiksberg, Denmark.
Computational and Structural Biotechnology Journal
|January 9, 2023
Summary
This review categorizes automated methods for tracing and tracking filamentous structures in biological imaging. It highlights challenges and future research directions for understanding these dynamic networks.
Area of Science:
- * Multidisciplinary research encompassing biology, physics, and computer science.
- * Analysis of filamentous structures across diverse spatial scales.
Background:
- * Filamentous structures are fundamental in biological systems, forming dynamic networks.
- * Understanding their properties is crucial for system-level function and dynamics.
Purpose of the Study:
- * To systematically review and categorize state-of-the-art automated methods for tracing and tracking filamentous structures.
- * To identify challenges and propose future research directions in the field.
Main Methods:
- * Comprehensive literature review of automated tracing and tracking algorithms.
- * Categorization based on mathematical approaches, assumptions, and constraints.
- * Analysis of methods for both sparse and dense filamentous networks.
Main Results:
- * Presentation of a categorized overview of current tracing and tracking methodologies.
- * Discussion of the strengths, weaknesses, and applicability of various methods.
- * Identification of key challenges in analyzing filamentous structures.
Conclusions:
- * Automated methods are essential for analyzing filamentous structures in biological imaging.
- * Further research is needed to address current limitations and enhance understanding of dynamic filamentous networks.
Keywords:
Actin filamentous structure, AFSConvolutional Neural Network, CNNCytoskeletonDeep learningFilamentous StructuresFilamentous structure, FSImage processingMachine learning, MLMicrotubule, MTTracingTrackingMore Related Videos
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