Title :
Cell image analysis: Algorithms, system and applications
Author :
Kanade, Takeo ; Yin, Zhaozheng ; Bise, Ryoma ; Huh, Seungil ; Eom, Sungeun ; Sandbothe, Michael F. ; Chen, Mei
Abstract :
We present several algorithms for cell image analysis including microscopy image restoration, cell event detection and cell tracking in a large population. The algorithms are integrated into an automated system capable of quantifying cell proliferation metrics in vitro in real-time. This offers unique opportunities for biological applications such as efficient cell behavior discovery in response to different cell culturing conditions and adaptive experiment control. We quantitatively evaluated our system´s performance on 16 microscopy image sequences with satisfactory accuracy for biologists´ need. We have also developed a public website compatible to the system´s local user interface, thereby allowing biologists to conveniently check their experiment progress online. The website will serve as a community resource that allows other research groups to upload their cell images for analysis and comparison.
Keywords :
image restoration; medical image processing; automated system; biological applications; cell culturing conditions; cell event detection; cell image analysis; cell proliferation metrics; cell tracking; microscopy image restoration; Algorithm design and analysis; Biology; Image restoration; Image segmentation; Microscopy; Pixel; Tracking;
Conference_Titel :
Applications of Computer Vision (WACV), 2011 IEEE Workshop on
Conference_Location :
Kona, HI
Print_ISBN :
978-1-4244-9496-5
DOI :
10.1109/WACV.2011.5711528