Research Interests

My main interest areas are computer vision , probabilistic modelling and machine learning. In the application front, I am interested in signal and image processing as well as scene understanding, particularly in 3D from multi-view or multi-modal data.


Publications

Semantically-Aware Aerial Reconstruction from Multi-Modal Data.
Randi Cabezas, Julian Straub, and John W. Fisher III
ICCV, 2015. Santiago, Chile
[ PDF ] [ PDF (<5MB) ] [ BibTex ] [ Supp. Material ] [ Project Webpage ] [ Video ]
[ SynthCity Data: FullGeometry ModelsTextured Models ]
[ Code ]
Aerial Reconstructions via Probabilistic Data Fusion.
Randi Cabezas, Oren Freifeld, Guy Rosman and John W. Fisher III
CVPR, 2014. Columbus Ohio
[ PDF ] [ PDF (<5MB) ] [ BibTex ] [ Supp. Material ] [ Project Webpage ] [ Video ] [ Video ]
[ Code ] [ 3D Result Viewer ]
On the Role of Representations for Reasoning in Large-Scale Urban Scenes.
Randi Cabezas, Maros Blaha, Sue Zheng, Guy Rosman, Konrad Schindler, and John W. Fisher III
EarthVision (CVPRW), 2017. Honolulu, Hawaii
[ PDF (<5MB) ] [ BibTex ] [ Supp. Material ] [ Video ] [ Code ]
Bayesian Nonparametric Intrinsic Image Decomposition. (oral)
Jason Chang, Randi Cabezas, and John W. Fisher III
ECCV, 2014. Zurich, Switzerland
[ PDF ] [ Presentation ] [ BibTex ]
Atomic-resolution spectroscopic imaging of ensembles of nanocatalyst particles across the life of a fuel cell.
Huolin L Xin, Julia A Mundy, Zhongyi Liu, Randi Cabezas, Robert Hovden, Lena Fitting Kourkoutis, Junliang Zhang, Nalini P Subramanian, Rohit Makharia, Frederick T Wagner, David A Muller.
Nano Letters 2012
[ PDF ]
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One Million EEL Spectra Acquisition with Aberration-Corrected STEM: 2-D Chemical Investigation of a Statistically Significant Ensemble of Nanocatalysts
Houlin L Xin, Julia A Mundy, Randi Cabezas, Lena Fitting-Kourkoutis, David A Muller, Vick Liu, Junliang Zhang, Nalini Subramanian, Rohit Makharia and Frederick T Wagner
Microscopy and Microanalysis.
[ PDF ]

Theses and Reports

Aerial Reconstructions via Probabilistic Data Fusion.
Randi Cabezas
S.M. Thesis. MIT. Cambridge, MA. September 2013.
[ PDF ]
Spectroscopic Imaging of Core-Shell Structured Pt-Co Nanoparticles by Aberration-Corrected STEM.
Randi Cabezas
Ronald E. McNair Research Report. FIU. Miami, FL. September 2009.
[ PDF ]

Posters

Semantically-Aware Aerial Reconstruction from Multi-Modal Data.
ICCV 2015. Santiago Chile.
[ PDF ]
Aerial Reconstructions via Probabilistic Data Fusion.
CVPR 2014. Columbus OH.
[ PDF ]
Spectroscopic Imaging of Core-Shell Structured Pt-Co Nanoparticles by Aberration-Corrected STEM.
Ronald E. McNair Research Symposium, 2009. Miami FL.
[ PDF ]