Title :
Automatic lattice detection in near-regular histology array images
Author :
Canada, Brian A. ; Thomas, Georgia K. ; Cheng, Keith C. ; Wang, James Z. ; Liu, Yanxi
Author_Institution :
Pennsylvania State Univ., University Park, PA
Abstract :
Near-regular texture (NRT), denoting deviations from otherwise symmetric wallpaper patterns, is commonly observable in the real world. Existing lattice detection algorithms capture the underlying lattice of an NRT pattern and all of its individual texels, facilitating an automated analysis of NRT. Many real world images, as in those of zebrafish larval histology arrays, depart significantly from regularity and challenge the current state of the art wallpaper group theory-based lattice detection methods. We propose an alternative 2D lattice detection algorithm that exploits translation and reflection symmetries and specific imaging cues. By outperforming existing methods on histology array images, our algorithm leads us towards complete automation of high-throughput histological image processing while broadening the spectrum of NRT computation.
Keywords :
biological tissues; image texture; medical image processing; NRT pattern; automatic lattice detection; biological tissues; biomedical image processing; group theory-based lattice detection methods; lattice detection algorithms; lattice estimation; near-regular histology array images; near-regular texture; real world images; reflection symmetries; symmetric wallpaper patterns; zebrafish larval histology arrays; Algorithm design and analysis; Automation; Biology computing; Biomedical imaging; Detection algorithms; Image processing; Lattices; Microscopy; Pattern analysis; Reflection; biological tissues; biomedical image processing; lattice estimation;
Conference_Titel :
Image Processing, 2008. ICIP 2008. 15th IEEE International Conference on
Conference_Location :
San Diego, CA
Print_ISBN :
978-1-4244-1765-0
Electronic_ISBN :
1522-4880
DOI :
10.1109/ICIP.2008.4712039