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Summary: ALBERT-LUDWIGS-UNIVERSIT ¨AT FREIBURG
INSTITUT F ¨UR INFORMATIK
Lehrstuhl f¨ur Mustererkennung und Bildverarbeitung
Voxel-Wise Gray Scale Invariants for Simultaneous Segmentation
and Classification
Internal Report 2/05
Olaf Ronneberger, Janis Fehr and Hans Burkhardt
April, 2005
Voxel-Wise Gray Scale Invariants for
Simultaneous Segmentation and Classification
Olaf Ronneberger Janis Fehr Hans Burkhardt
April, 2005
3D volumetric microscopical techniques (e.g. confocal laser scanning microscopy) have be-
come a standard tool in biomedical applications to record three-dimensional objects with highly
anisotropic morphology. To analyze this data in high-throughput experiments, reliable, easy to
use and generally applicable pattern recognition tools are required. The major problem of nearly
all existing applications is their high specialization to exact one problem, and the their time-
consuming adaption to new problems, that has to be done by pattern recognition experts. We
therefore search for a tool that can be adapted to new problems just by an interactive training
process. Our main idea is therefore to combine object segmentation and recognition into one
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