Title
Automated quantification of immunomagnetic beads and leukemia cells from optical microscope images
Abstract
•Brightfield optical microscope images acquired by 20× and 40× objectives processed.•No cell staining and no fluorescent labeling.•Machine learning methods with color and size based object detection methods incorporated.•Neural Network, Random Forest and Support Vector Machine methods compared.•Detection and quantification of leukemia cells, micron size immunomagnetic beads and bead clusters performed on the images.
Year
DOI
Venue
2019
10.1016/j.bspc.2019.01.002
Biomedical Signal Processing and Control
Keywords
Field
DocType
Leukemia cells,Image-processing,Bright-field optical microscopy,Machine learning,Immunomagnetic beads,Support vector machines
Leukemia,Early detection,Computer vision,Biochip,Optical microscope,Word error rate,Artificial intelligence,Mathematics
Journal
Volume
ISSN
Citations 
49
1746-8094
0
PageRank 
References 
Authors
0.34
0
4
Name
Order
Citations
PageRank
Fatma Uslu100.68
Kutay Icoz202.37
Kasim Tasdemir3325.66
Bülent Yilmaz442.48