My name is Oisin Mac Aodha and I'm a postdoc in Pietro Perona's Computational Vision Lab at Caltech. My current research interest is in the areas of active learning and machine teaching.

Previous to this, I spent three great years as a postdoc in the Dept. of Computer Science at UCL with Dr. Gabriel Brostow and Prof. Kate Jones. I worked on the ENGAGE Project, where our aim was to enable non-programming scientists to create systems that semi-automatically detect objects and events in their vast quantities of audio and visual data.

I did both my MSc and PhD at UCL and have an undergraduate degree in electronic engineering from NUI Galway in Ireland. Before I started my PhD I was a research assistant in Marc Pollefeys' group at ETH Zurich.

macaodha (at) caltech.edu
me

Teaching

Dec 2015 UCL: Introduction to Machine Learning for Ecologists

Publications

More details on Google Scholar

arXiv 2016

Unsupervised Monocular Depth Estimation with Left-Right Consistency
Clement Godard, Oisin Mac Aodha, and Gabriel J. Brostow
CVPR 2017 (Oral)
[paper] [webpage]
CVPR 2016

Structured Prediction of Unobserved Voxels From a Single Depth Image
Michael Firman, Oisin Mac Aodha, Simon Julier, and Gabriel J. Brostow
CVPR 2016 (Oral)
[paper] [webpage]
ToG 2016

My text in Your Handwriting
Tom S.F. Haines, Oisin Mac Aodha, and Gabriel J. Brostow
Transactions on Graphics 2016
[paper] [webpage]
CVPR 2015

Becoming the Expert - Interactive Multi-Class Machine Teaching
Edward Johns, Oisin Mac Aodha, and Gabriel J. Brostow
CVPR 2015 (Oral)
[paper] [webpage]
ICPR 2014

Putting the Scientist in the Loop - Accelerating Scientific Progress with Interactive Machine Learning
Oisin Mac Aodha, Vassilios Stathopoulos, Michael Terry, Kate E. Jones, Gabriel J. Brostow and Mark Girolami - ICPR 2014
[paper]
CVPR 2014

Hierarchical Subquery Evaluation for Active Learning on a Graph
Oisin Mac Aodha, Neill D.F. Campbell, Jan Kautz and Gabriel J. Brostow
CVPR 2014 (Oral)
[paper] [webpage]
ICCV 2013

Revisiting Example Dependent Cost-Sensitive Learning with Decision Trees
Oisin Mac Aodha and Gabriel J. Brostow
ICCV 2013
[paper] [webpage]
PAMI 2013

Learning a Confidence Measure for Optical Flow
Oisin Mac Aodha, Ahmad Humayun, Marc Pollefeys and Gabriel J. Brostow
PAMI 2013
[paper] [webpage]
ECCV 2012

Patch Based Synthesis for Single Depth Image Super-Resolution
Oisin Mac Aodha, Neill D.F. Campbell, Arun Nair and Gabriel J. Brostow
ECCV 2012
[paper] [webpage]
CVPR 2011

Learning to Find Occlusion Regions
Ahmad Humayun, Oisin Mac Aodha and Gabriel J Brostow
CVPR 2011
[paper] [webpage]
CVPR 2010

Segmenting Video Into Classes of Algorithm-Suitability
Oisin Mac Aodha, Gabriel J Brostow and Marc Pollefeys
CVPR 2010
[paper] [webpage]
cell

Evolving Plastic Responses in Artificial Cell Models
John Maher, Fearghal Morgan and Oisin Mac Aodha
Congress on Evolutionary Computation 2009
[paper]


Theses

PhD

Supervised Algorithm Selection for Flow and Other Computer Vision Problems
PhD Thesis
UCL 2014 - [thesis]
3DFace

Reconstruction and Recognition of 3D Face Models
MSc Thesis
UCL 2008 - [thesis]