TY - GEN
T1 - Automatic standardisation of a zebrafish embryo image database
AU - Boto, Fernando
AU - Paloc, Céline
AU - Verbeke, Alexis
AU - Callol, Carles
AU - Letamendi, Ainhoa
AU - Ibarbia, Izaskun
PY - 2009
Y1 - 2009
N2 - Recently, there has been an increasing interest to propose computational approaches based on image processing to automate the comparison of spatial gene expression patterns contained in transgenic embryo images. The first step is typically to classify the images between lateral and dorsal/ventral views, and then to align them along the anterior and posterior ends. While some methodologies have been recently proposed for standardizing images in Drosophila database, the case of zebrafish embryos have never been tackled. In this paper, we propose a standardisation methodology for building a zebrafish embryos image database. Details of our approach and the results of using this approach on a pilot dataset are presented. A quality test first allows rejecting images presenting artefacts and which cannot be processed. The retained images are then classified, achieving a success rate of 93%.
AB - Recently, there has been an increasing interest to propose computational approaches based on image processing to automate the comparison of spatial gene expression patterns contained in transgenic embryo images. The first step is typically to classify the images between lateral and dorsal/ventral views, and then to align them along the anterior and posterior ends. While some methodologies have been recently proposed for standardizing images in Drosophila database, the case of zebrafish embryos have never been tackled. In this paper, we propose a standardisation methodology for building a zebrafish embryos image database. Details of our approach and the results of using this approach on a pilot dataset are presented. A quality test first allows rejecting images presenting artefacts and which cannot be processed. The retained images are then classified, achieving a success rate of 93%.
KW - Classification
KW - Database standardization
KW - Microscopic image processing
KW - Zebrafish embryos
UR - https://www.scopus.com/pages/publications/77949640142
U2 - 10.1109/ITAB.2009.5394443
DO - 10.1109/ITAB.2009.5394443
M3 - Conference contribution
AN - SCOPUS:77949640142
SN - 9781424453795
T3 - Final Program and Abstract Book - 9th International Conference on Information Technology and Applications in Biomedicine, ITAB 2009
BT - Final Program and Abstract Book - 9th International Conference on Information Technology and Applications in Biomedicine, ITAB 2009
T2 - 9th International Conference on Information Technology and Applications in Biomedicine, ITAB 2009
Y2 - 4 November 2009 through 7 November 2009
ER -