Title :
Real-time LOC-based morphological cell analysis system using high-speed vision
Author :
Qingyi Gu ; Aoyama, Tadayoshi ; Takaki, Takeshi ; Ishii, Idaku ; Takemoto, Ayumi ; Sakamoto, Naohisa
Author_Institution :
Dept. of Syst. Cybern., Hiroshima Univ., Higashi-Hiroshima, Japan
Abstract :
In this paper, a high-speed vision-based morphological analysis system for fast-flowing cells in a microchannel implementing a multi-object feature extraction algorithm on a high-speed vision platform is proposed. Real-time video processing is performed in hardware logic by extracting the moment features and bounding boxes of multiple cells in 512×256-pixel images at 2000 fps. The extracted cell regions are pushed into a first-in-first-out (FIFO) buffer for real-time image-based morphological analysis after being shrunk proportionally to a certain size. By extracting the bounding boxes of the cell regions using hardware logic and shrinking the cell region to a certain size to reduce processing time, our high-speed vision system can perform fast morphological analysis of cells at 2 ms/cell in fast microchannel flows. The results of real-time experiments conducted to analyze the size, eccentricity, and transparency of fertilized sea urchin eggs fast flowing in microchannels verify the efficacy of our vision-based cell analysis system.
Keywords :
biology computing; cellular biophysics; computer vision; feature extraction; medical image processing; microchannel flow; real-time systems; transparency; video signal processing; FIFO buffer; bounding boxes; cell regions; eccentricity; extracted cell region; fast-flowing cell; fertilized sea urchin egg; first-in-first-out buffer; hardware logic; high-speed vision platform; high-speed vision system; high-speed vision-based morphological analysis system; microchannel flow; microchannels; multiobject feature extraction algorithm; real-time LOC-based morphological cell analysis system; real-time image-based morphological analysis; real-time video processing; transparency; vision-based cell analysis system; Cameras; Feature extraction; Hardware; Head; Labeling; Microchannels; Real-time systems;
Conference_Titel :
Intelligent Robots and Systems (IROS 2014), 2014 IEEE/RSJ International Conference on
Conference_Location :
Chicago, IL
DOI :
10.1109/IROS.2014.6942654