Title :
Head tracking and flagellum tracing for sperm motility analysis
Author :
Yang, H.-F. ; Descombes, X. ; Prigent, S. ; Malandain, G. ; Druart, X. ; Plouraboue, F.
Author_Institution :
I3S, Univ. Nice Sophia Antipolis, Sophia Antipolis, France
fDate :
April 29 2014-May 2 2014
Abstract :
Sperm quality assessment plays an essential role in human fertility and animal breeding. Manual analysis is time-consuming and subject to intra- and inter-observer variability. To automate the analysis process, as well as to offer a means of statistical analysis that may not be achieved by visual inspection, we present a computational framework that tracks the heads and traces the tails for analyzing sperm motility, one of the most important attributes in semen quality evaluation. Our framework consists of 3 modules: head detection, head tracking, and flagellum tracing. The head detection module detects the sperm heads from the image data, and the detected heads are the inputs to the head tracking module for obtaining the head trajectories. Finally, a flagellum tracing algorithm is proposed to obtain the flagellar beat patterns. Our framework aims at providing both the head trajectories and the flagellar beat patterns for quantitatively assessing sperm motility. This distinguishes our work from other existing methods that analyze sperm motility based merely on the head trajectories. We validate our framework using two confocal microscopy image sequences of ram semen samples that were imaged at two different conditions, at which the sperms behave differently. The results show the effectiveness of our framework.
Keywords :
biomedical optical imaging; cell motility; image sequences; medical image processing; object detection; object tracking; optical microscopy; animal breeding; computational framework; confocal microscopy image sequences; flagellar beat patterns; flagellum tracing algorithm; human fertility; sperm head detection; sperm head tracking; sperm motility analysis; statistical analysis; visual inspection; Algorithm design and analysis; Head; Markov processes; Microscopy; Tracking; Trajectory; Vectors; confocal microscopy; flagellum tracing; object detection; object tracking; sperm motility analysis;
Conference_Titel :
Biomedical Imaging (ISBI), 2014 IEEE 11th International Symposium on
Conference_Location :
Beijing
DOI :
10.1109/ISBI.2014.6867871