Multidimensional Image Processing.
Ruprecht-Karls-Universitšt Heidelberg

Multidimensional Image Processing
(Hamprecht lab)

Learning-based Image Analysis for Industry and the Life Sciences

Vast numbers of images are now routinely acquired to explore complex spatially organized processes in areas as diverse as biology and industrial quality control. We develop algorithms to solve real-world image analysis problems from these domains. Beyond conventional images, we often deal with data where a multitude of observations are available for each element, such as multidimensional or spectral images.

Whenever reasonable, we use techniques from statistical or machine learning to build such automated diagnostic systems. Our ambition is to make the machine learning process as robust and user-friendly as possible: we hence develop algorithms for active and semi-supervised learning that can benefit even from small or partially annotated training sets while exploiting spatial context. We seek to make state-of-the-art algorithms available to practitioners in the guise of ilastik.

We enjoy and cultivate very close collaboration with our experimental partners from biology and engineering and are grateful for the constant flow of challenging problems and constructive criticism they provide. A long-standing partner and sponsor of this group is the Robert Bosch GmbH, for whom we have developed and implemented a number of systems that successfully run in a production environment, 24/7 and all year round.

[ People | Research | Publications | Teaching ]      News


 
2012
  • We have presented papers at NIPS, CVPR (x3), ICML, ECCV (x3), UAI, ICPR
  • Xinghua Lou and Luca Fiaschi have won the best paper award at the MICCAI-Workshop on Machine Learning in Medical Imaging. Congratulations!
2011
  • Alumnus Bernhard Renard is starting his own bioinformatics research group at Robert Koch Institut, Berlin.
  • Eric Xing gives an excellent and very popular compact course on probabilistic graphical models.
  • All hands working hard on ilastik 0.6 which is taking shape.
2010
2009
  • Christian Scheelen and Christoph Sommer have won a Karl-Steinbuch scholarship.
2008
2007
  • Mario Frank has won the Otto-Haxel Prize 2007 for his outstanding physics diploma and diploma thesis.
  • Bernhard Renard has won a Karl-Steinbuch scholarship 2007.
  • Michael Kelm, Bjoern Menze and Christian Zechmann have won the bwcon "Sonderpreis IT and Life Sciences". Congratulations!
  • We have organized the DAGM 2007 the proceedings of which have now been published by Springer LNCS .



Last update: 10.09.2013, 15:04
zum Seitenanfang