Machine Learning Methods and Theory

Modeling and Optimization Trade-off in Meta-learning

Katelyn Gao, Ozan Sener
Neural Information Processing Systems (NeurIPS) 2020
Arxiv
Hausdorff Dimension, Stochastic Differential Equations, and Generalization in Neural Networks

Umut Şimşekli, Ozan Sener, George Deligiannidis, Murat A. Erdogdu
Neural Information Processing Systems (NeurIPS) 2020
Spotlight / Arxiv
Learning to Guide Random Search

Ozan Sener, Vladlen Koltun
International Conference on Learning Representations (ICLR) 2020
PDF / OpenReview / Code

A Stochastic Derivative Free Optimization Method with Momentum

Eduard Gorbunov, Adel Bibi, Ozan Sener, El Houcine Bergou, Peter Richtarik
International Conference on Learning Representations (ICLR) 2020
PDF / OpenReview

Multi-Task Learning as Multi-Objective Optimization

Ozan Sener, Vladlen Koltun
Neural Information Processing Systems (NeurIPS) 2018
PDF / Code / Data

Generalizing to Unseen Domains via Adversarial Data Augmentation

Riccardo Volpi, Hongseok Namkoong, Ozan Sener, John Duchi, Vittorio Murino, Silvio Savarese
Neural Information Processing Systems (NeurIPS) 2018
PDF / Code

Active Learning for Convolutional Neural Networks: A Core-Set Approach

Ozan Sener, Silvio Savarese
International Conference on Learning Representations (ICLR) 2018
PDF / OpenReview / Code

Deep Learning under Privileged Information Using Heteroscedastic Dropout

John Lambert*, Ozan Sener*, Silvio Savarese
Computer Vision and Pattern Recognition (CVPR) 2018
Spotlight Oral / PDF / Code

Learning Transferrable Representations for Unsupervised Domain Adaptation

Ozan Sener, Hyun Oh Song, Ashutosh Saxena, Silvio Savarese
Neural Information Processing Systems (NeurIPS) 2016
PDF / Code (coming soon)

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

MSeg: A Meta-dataset for Multi-domain Semantic Segmentation

John Lambert, Zhuang Liu, Ozan Sener, James Hays, Vladlen Koltun
Computer Vision and Pattern Recognition (CVPR) 2020
PDF / Code and Data / Video

Learning a Generative Model for Multi-Step Human-Object Interactions from Videos

He Wang, Sören Pirk, Ersin Yumer, Vladimir G. Kim, Ozan Sener, Srinath Sridhar, Leonidas J. Guibas
Eurographics 2019
Best Paper Honorable Mention / PDF / Project / Blog Post
Estimating the Mass of an Object from Its Image

Trevor Standley, Ozan Sener, Silvio Savarese
Conference on Robot Learning (CoRL) 2017
Oral / PDF / Code / Data
Scene Semantic Reconstruction from Egocentric RGB-D-Thermal Videos

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

Unsupervised Semantic Parsing of Video Collections

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

Patents

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