Label Efficient Machine Learning

A Geometric Approach to Active Learning for Convolutional Neural Networks

Ozan Sener, Silvio Savarese
International Conference on Learning Representations (ICLR) 2018 [PDF]

Learning Transferrable Representations for Unsupervised Domain Adaptation

Ozan Sener, Hyun Oh Song, Ashutosh Saxena, Silvio Savarese
Neural Information Processing Systems (NIPS) 2016 [PDF]

rCRF: Recursive Belief Estimation over CRFs in RGB-D Activity Videos

Ozan Sener, Ashutosh Saxena
Robotics Science and Systems (RSS) 2015 [PDF|Slide Deck|Code]

Robot Perception

Estimating the Mass of an Object from Its Image

Trevor Standley, Ozan Sener, Silvio Savarese
Conference on Robot Learning (CoRL) 2017 (oral) [PDF]

Scene Semantic Reconstruction from Egocentric RGB-D-Thermal Videos

Rachel Luo, Ozan Sener, Silvio Savarese
3D Vision (3DV) 2017 [Project|PDF]

3D Semantic Parsing of Large-Scale Indoor Spaces

Iro Armeni, Ozan Sener, Amir Zamir, Helen Jiang, Ioannis Brilakis, Martin Fischer, Silvio Savarese
Computer Vision and Pattern Recognition (CVPR) 2016 (oral) [Project|PDF]

Unsupervised Semantic Parsing of Video Collections

Ozan Sener, Amir Zamir, Silvio Savarese, Ashutosh Saxena
International Conference on Computer Vision (ICCV) 2015 [PDF|arXiv|Project]

Watch-n-Patch: Unsupervised Learning of Actions and Relations

Chenxia Wu, Jiemi Zhang, Ozan Sener, Bart Selman, Silvio Savarese, Ashutosh Saxena
Transactions on Pattern Analysis and Machine Intelligence (PAMI) [PDF]

RoboBrain: Large-Scale Knowledge Engine for Robots

Ashutosh Saxena, Ashesh Jain, Ozan Sener, Aditya Jami, Dipendra K. Misra, Hema S. Koppula
International Symposium on Robotics Research (ISRR), 2015 [PDF|arXiv|Project]

Efficient Inference for Mobile Multimedia

Efficient MRF Energy Propagation for Video Segmentation via Bilateral Filters

Ozan Sener, Kemal Ugur, Aydin Alatan
Transactions on Multimedia (TMM) [PDF| Code]

Error-tolerant Interactive Image Segmentation using Dynamic and Iterated Graph-Cuts

Ozan Sener, Kemal Ugur, Aydin Alatan
Interactive Multimedia on Mobile and Portable Devices 2012 [PDF|Code]

Interactive 2D-3D Image Conversion for Mobile Devices

Yagiz Aksoy, Ozan Sener, Kemal Ugur, Aydin Alatan
International Conference on Image Processing (ICIP) 2012 [PDF]


Systems and Methods for Performing Three-Dimensional Semantic Parsing of Indoor Spaces

Iro Armeni, Ozan Sener, Amir R. Zamir, Martin Fischer, Silvio Savarese
US Patent Application [USPTO]

Automatically learning and controlling connected devices

Ashutosh Saxena, Hema Swetha Koppula, Chenxia Wu, Ozan Sener
US Patent Application [USPTO]

Image Segmentation

Kemal Ugur, Ozan Sener, Erhan Gundogdu, Aydin Alatan
International Patent Application [Espacenet|Patentscope]