Below is a list of our most recent publications.

Refereed Conference Papers
30 results
2017
[30]J. Straub et al., "The Manhattan Frame Model: Manhattan World Inference in the Space of Surface Normals", in IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2017. [bibtex]
[29]J. Straub et al., "Efficient Global Point Cloud Alignment using Bayesian Nonparametric Mixtures", in IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2017. [bibtex]
[28]R. Cabezas et al., "On the Role of Representations for Reasoning in Large-Scale Urban Scenes", in EarthVision (CVPRW), 2017. [bibtex]
2016
[27]S. Hauberg et al., in AISTATS, 2016. [bibtex]
2015
[26]G. Papachristoudis, J. W. Fisher III, "Efficient Information Planning in Gaussian MRFs", in International Conference on Information Fusion (Fusion), 2015. [bibtex]
[25]G. Papachristoudis, J. W. Fisher III, "Adaptive Belief Propagation", in International Conference on Machine Learning (ICML), 2015. [bibtex]
[24]J. Straub et al., "Small-Variance Nonparametric Clustering on the Hypersphere", in IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2015. [bibtex]
[23]G. Papachristoudis, J. W. Fisher III, "On the Complexity of Information Planning in Gaussian Models", in IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2015. [bibtex]
[22]J. Straub et al., "A Dirichlet Process Mixture Model for Spherical Data", in International Conference on Artificial Intelligence and Statistics (AISTATS), 2015. [bibtex]
[21]Q. Liu, J. Fisher III and A. Ihler, "Probabilistic Variational Bounds for Graphical Models", in Proceedings of the Neural Information Processing Systems (NIPS) 2015. [bibtex]
[20]Q. Liu et al., "Estimating the Partition Function by Discriminance Sampling", in Uncertainty in Artificial Intelligence (UAI) 2015. [bibtex]
[19]Q. Liu, A. Ihler and J. Fisher III, "Boosting Crowdsourcing With Expert Labels: Local vs. Global Effects", in International Conference on Information Fusion, 2015. [bibtex]
[18]Z. Dzunic et al., "A Bayesian State-space Approach for Damage Detection and Classification", in IMAC XXXIII A Conference and Exposition on Structural Dynamics, 2015. [bibtex]
[17]H. Mobahi, J. Fisher~III, "A Theoretical Analysis of Optimization by Gaussian Continuation", in Proc. of 29th Conf. Artificial Intelligence (AAAI'15). [bibtex]
[16]H. Mobahi, J. Fisher~III, "On the Link Between Gaussian Homotopy Continuation and Convex Envelopes", in Lecture Notes in Computer Science (EMMCVPR 2015), Springer. [bibtex]
[15]O. Freifeld, Y. Li and J. W. Fisher III, "A Fast Method for Inferring High-Quality Simply-Connected Superpixels", in International Conference on Image Processing (ICIP), 2015. [bibtex]
[14]O. Freifeld et al., "Highly-Expressive Spaces of Well-Behaved Transformations: Keeping It Simple", in ICCV, 2015. [bibtex]
[13]H. Mobahi, J. Fisher~III, "Coarse-to-Fine Minimization of Some Common Nonconvexities", in Lecture Notes in Computer Science (EMMCVPR 2015), Springer. [bibtex]
[12]R. Cabezas, J. Straub and J. W. Fisher III, "Semantically-Aware Aerial Reconstruction from Multi-Modal Data", in International Conference on Computer Vision (ICCV), 2015. [bibtex]
2014
[11]J. Chang, J. W. Fisher III, "Parallel Sampling of HDPs using Sub-Cluster Splits", in Proceedings of the Neural Information Processing Systems (NIPS), 2014. [bibtex]
[10]R. Cabezas et al., "Aerial Reconstructions via Probabilistic Data Fusion", in IEEE Computer Vision and Pattern Recognition Conference on Computer Vision (CVPR), 2014. [bibtex]
[9]J. Straub et al., "A Mixture of Manhattan Frames: Beyond the Manhattan World", in IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2014. [bibtex]
[8]J. Chang, R. Cabezas and J. W. Fisher III, "Bayesian Nonparametric Intrinsic Image Decomposition", in Proceedings of the European Conference on Computer Vision (ECCV), 2014. [bibtex]
[7]J. Straub, S. Zheng and J. W. Fisher III, "Bayesian Nonparametric Modeling of Driver Behavior", in IEEE Intelligent Vehicles Symposium, 2014. [bibtex]
[6]H. Mobahi, C. Liu and W. T. Freeman, "A Compositional Model for Low-Dimensional Image Set Representation", in Int. Conf. on Computer Vision and Pattern Recognition (CVPR), 2014. [bibtex]
[5]Z. Dzunic, J. Fisher III, "Bayesian Switching Interaction Analysis Under Uncertainty", in Proceedings of the Seventeenth International Conference on Artificial Intelligence and Statistics, 2014, pp. 220–228. [bibtex]
[4]O. Freifeld, S. Hauberg and M. J.~Black, "Model Transport: Towards Scalable Transfer Learning on Manifolds.", in IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2014. [bibtex]
2013
[3]J. Chang, I. Fisher, "Topology-Constrained Layered Tracking with Latent Flow", in Proceedings of the IEEE International Conference on Computer Vision (ICCV), 2013. [bibtex]
[2]J. Chang, I. Fisher, "Parallel Sampling of DP Mixture Models using Sub-Clusters Splits", in Proceedings of the Neural Information Process Systems (NIPS), 2013. [bibtex]
[1]J. Chang, D. Wei and J. W. F. III, "A Video Representation Using Temporal Superpixels", in IEEE Computer Vision and Pattern Recognition Conference on Computer Vision, 2013. [bibtex]

For a complete list see: Browse All