Publications
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(2011). Structured Learning for Cell Tracking. NIPS 2011. Proceedings. 1296-1304
Technical Report (1.41 MB)
Technical Report (1.41 MB) (2007). A theoretical and experimental investigation of the systematic errors and statistical uncertainties of time-of-flight cameras. Proc.\ Dyn3D Workshop, Heidelberg, Sept. 11, 2007. ZESS, Univ.\ Siegen
(2014). Tracking indistinguishable translucent objects over time using weakly supervised structured learning. CVPR. Proceedings. 2736 - 2743 Technical Report (1.47 MB)
Technical Report (1.47 MB) (2013). Weakly supervised learning of image partitioning using decision trees with structured split criteria. ICCV 2013. Proceedings. 1849-1856 Technical Report (5.97 MB)
Technical Report (5.97 MB) (2014). Yeast Cell Detection and Segmentation in Bright Field Microscopy. ISBI. Proceedings. IEEE Computer Society. 1267-1270 Technical Report (4.13 MB)
Technical Report (4.13 MB) (2015). Cell event detection in phase-contrast microscopy sequences from few annotations. MICCAI. Proceedings. Springer. LNCS 9351 316-323 Technical Report (564.69 KB)
Technical Report (564.69 KB) (2017). Cost-efficient Gradient Boosting. NIPS, poster
(2019). Deep Active Learning with Adaptive Acquisition. IJCAI. Proceedings, in press
(2015). The Deep Feed-Forward Gaussian Process: An Effective Generalization to Covariance Priors. NIPS. Proceedings. 44 145-159 Supplementary Material (223.39 KB) Technical Report (2.58 MB)
Supplementary Material (223.39 KB) Technical Report (2.58 MB) (2017). Diverse M-best Solutions by Dynamic Programming. GCPR. Proceedings. Springer. LNCS 10496 255-267
(2016). An Efficient Fusion Move Algorithm for the Minimum Cost Lifted Multicut Problem. ECCV. Proceedings. Springer. LNCS 9906 715-730 Technical Report (4.89 MB)
Technical Report (4.89 MB) (2019). End-to-End Learned Random Walker for Seeded Image Segmentation. CVPR. Proceedings. 12559-12568
(2018). End-to-end Learning of Deterministic Decision Trees. German Conference on Pattern Recognition. Proceedings. Springer. LNCS 11269 612-627 Technical Report (1.4 MB)
Technical Report (1.4 MB) (2018). Essentially No Barriers in Neural Network Energy Landscape. ICML. Proceedings. 80 1308--1317 Technical Report (685.93 KB)
Technical Report (685.93 KB) (2016). Gaussian process density counting from weak supervision. ECCV. Proceedings. Springer. LNCS 9905 365-380 Technical Report (1.71 MB)
Technical Report (1.71 MB) (2016). A Generalized Successive Shortest Paths Solver for Tracking Dividing Targets. ECCV. Proceedings. Springer. LNCS 9911 566-582 Technical Report (1.18 MB)
Technical Report (1.18 MB) (2016). Learning Diverse Models: The Coulomb Structured Support Vector Machine. ECCV. Proceedings. Springer. LNCS 9907 585-599 Technical Report (2.54 MB)
Technical Report (2.54 MB) (2018). Learning Steerable Filters for Rotation Equivariant CNNs. CVPR
(2019). LeMoNADe: Learned Motif and Neuronal Assembly Detection in calcium imaging videos. ICLR. Proceedings
(2018). The Mutex Watershed: Efficient, Parameter-Free Image Partitioning. ECCV. Proceedings, in press
(2007). Pattern Recognition -- 29th DAGM Symposium. Springer. 4713
(2007). Pattern Recognition, 29th DAGM Symposium, Heidelberg, Germany, September 12-14. Springer. 4713
(2019). Sampling-Free Variational Inference of Bayesian Neural Networks by Variance Backpropagation. UAI. Proceedings, in press
(2017). Sparse convolutional coding for neuronal assembly detection. NIPS, poster
(2016). Structured Regression Gradient Boosting. CVPR. Proceedings. 1459-1467 Technical Report (3.97 MB)
Technical Report (3.97 MB) (2017). Variational Bayesian Multiple Instance Learning with Gaussian Processes. Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR). 6570-6579 Technical Report (1.29 MB)
Technical Report (1.29 MB) (2016). Variational weakly-supervised Gaussian processes. BMVC. Proceedings Technical Report (3.28 MB)
Technical Report (3.28 MB) (2015). Who is talking to whom: synaptic partner detection in anisotropic volumes of insect brain. MICCAI. Proceedings. Springer. LNCS 9349 661-668 Technical Report (2.14 MB)
Technical Report (2.14 MB) (2004). Classification. Practical Handbook on Image Processing for Scientific and Technical Applications. CRC Press. 509-519 Technical Report (320.84 KB)
Technical Report (320.84 KB) (2003). Efficient Density Clustering. Between Data Science and Applied Data Analysis. Springer. 39-48
(2003). Exploring a space of materials: spatial sampling design and subset selection. Experimental Design for Combinatorial and High Throughput Materials Development. Wiley Technical Report (2.28 MB)
Technical Report (2.28 MB) (2003). A new approach for defect detection in X-ray CT images. Pattern Recognition. Springer. 2449 345-352 Technical Report (398.88 KB)
Technical Report (398.88 KB) (2014). Structured Learning from Cheap Data. Advanced Structured Prediction. The MIT Press Technical Report (8.35 MB)
Technical Report (8.35 MB) (2004). Two-Stage Classification with Automatic Feature Selection for an Industrial Application. Classification, the ubiquitous challenge: Proceedings of GfKl 2004. Springer. 137-144 Technical Report (518.16 KB)
Technical Report (518.16 KB) (2014). Digital Pathology: Multiple instance learning can detect Barrett'scancer. ISBI. Proceedings. 1348-1351 Technical Report (2.86 MB)
Technical Report (2.86 MB)