Publications

2017

Lukas Schneider and Manuel Jasch and Björn Fröhlich and Thomas Weber and Uwe Franke and Marc Pollefeys and Matthias Rätsch.
Multimodal Neural Networks: RGB-D for Semantic Segmentation and Object Detection. 
Scandinavian Conference on Image Analysis (SCIA). 2017.

Erik Rodner and Alexander Freytag and Paul Bodesheim and Björn Fröhlich and Joachim Denzler. 
Large- Scale Gaussian Process Inference with Generalized Histogram Intersection Kernels for Visual Recognition Tasks. 
International Journal of Computer Vision (IJCV), pp. 253-280. 2017.

2015

Manuel Kehl and Markus Enzweiler and Björn Fröhlich and Uwe Franke and Wolfgang Heiden. 
Vision-Based Road Sign Detection.
Intelligent Transportation Systems (ITSC). 505-510. 2015.

David Savastürk and Björn Fröhlich and Nicolai Schneider and Markus Enzweiler and Uwe Franke. 
A Comparison 
Study on Vehicle Detection in Far Infrared and Regular Images. 
Intelligent Transportation 
Systems (ITSC). 1595-1600. 2015.

2014

Björn Fröhlich and Julian Bock and Uwe Franke.
Is it safe to change the lane? — Visual exploration of adjacent lanes for autonomous driving.
Intelligent Transportation Systems (ITSC). 2304-2309. 2014.

Björn Fröhlich and Markus Enzweiler and Uwe Franke.
Will this car change the lane? — Turn signal recognition in the frequency domain.
Intelligent Vehicles Symposium Proceedings (IV). 37-42. 2014. (best paper award)

2013

Björn Fröhlich and Eric Bach and Irene Walde and Sören Hese and Christiane Schmullius and Joachim Denzler.
Land cover classification of satellite images using contextual information.
ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences. II-3/W1:1-6. 2013.

Björn Fröhlich and Erik Rodner and Michael Kemmler and Joachim Denzler.
Large-Scale Gaussian Process Multi-Class Classification for Semantic Segmentation and Facade Recognition.
Machine Vision and Applications. 24(5):1043-1053. 2013.

2012

Björn Fröhlich and Erik Rodner and Joachim Denzler.
As Time Goes By — Anytime Semantic Segmentation with Iterative Context Forests.
Symposium of the German Association for Pattern Recognition (DAGM). 1-10. 2012.

Björn Fröhlich and Erik Rodner and Joachim Denzler.
Semantic Segmentation with Millions of Features: Integrating Multiple Cues in a Combined Random Forest Approach.
Proceedings of the Asian Conference on Computer Vision (ACCV). 218-231. 2012.

Alexander Freytag and Björn Fröhlich and Erik Rodner and Joachim Denzler.
Efficient Semantic Segmentation with Gaussian Processes and Histogram Intersection Kernels.
Proceedings of the International Conference on Pattern Recognition (ICPR). 3313-3316. 2012.

Christoph Göring and Björn Fröhlich and Joachim Denzler.
Semantic Segmentation using GrabCut.
Proceeding of the International Conference on Computer Vision Theory and Applications (VISAPP). 597-602. 2012.

Björn Fröhlich and Erik Rodner and Michael Kemmler and Joachim Denzler. 
Large-Scale Gaussian Process 
Classi.cation using Random Decision Forests. 
Pattern Recognition and Image Analysis 22(1):
113-120. 2012.

2011

Michael Kemmler and Björn Fröhlich and Erik Rodner and Joachim Denzler.
Detection of microorganism in complex microscopy images.
8th Open German — Russian Workshop on Pattern Recognition and Image Understanding (OGRW-8). 115-118. 2011.

2010

Björn Fröhlich and Erik Rodner and Joachim Denzler.
A Fast Approach for Pixelwise Labeling of Facade Images.
Proceedings of the International Conference on Pattern Recognition (ICPR). 7:3029-3032. 2010.