基本信息
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Career Trajectory
Bio
I'm interested in computer vision and all the learning problems that are associated with it. In particular, I'm interested self-supervised learning and transfer. In computer vision, the standard labels we use (e.g. bounding boxes, keypoint annotations) are not only expensive to collect, but they also tend to be a poor approximation to what we actually know about images. My work aims to learn better representations from real-world image and video structure like motion and context relationships on huge datasets, as well as synthetic data where ground truth can be obtained easily. This naturally leads to questions about how to transfer representations from self-supervised tasks to tasks of interest, as well as transferring knowledge from simulation to reality.
Research Interests
Papers共 41 篇Author StatisticsCo-AuthorSimilar Experts
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Joao Carreira, Michael King,Viorica Patraucean, Dilara Gokay,Catalin Ionescu,Yi Yang,Daniel Zoran,Joseph Heyward,Carl Doersch,Yusuf Aytar,Dima Damen,Andrew Zisserman
CoRR (2024)
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CoRR (2024)
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Viorica Pătrăucean,Lucas Smaira,Ankush Gupta, Adrià Recasens Continente,Larisa Markeeva,Dylan Banarse,Skanda Koppula,Joseph Heyward,Mateusz Malinowski,Yi Yang,Carl Doersch,Tatiana Matejovicova, Yury Sulsky,Antoine Miech, Alex Frechette,Hanna Klimczak,Raphael Koster, Junlin Zhang, Stephanie Winkler,Yusuf Aytar,Simon Osindero,Dima Damen,Andrew Zisserman,João Carreira
arXiv (Cornell University) (2023)
Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) (2023)
Klaus Greff,Francois Belletti,Lucas Beyer,Carl Doersch,Yilun Du,Daniel Duckworth,David J. Fleet,Dan Gnanapragasam,Florian Golemo,Charles Herrmann,Thomas Kipf,Abhijit Kundu,Dmitry Lagun,Issam Laradji, Hsueh-Ti (Derek) Liu,Henning Meyer,Yishu Miao,Derek Nowrouzezahrai,Cengiz Oztireli,Etienne Pot,Noha Radwan,Daniel Rebain,Sara Sabour,Mehdi S. M. Sajjadi,Matan Sela,Vincent Sitzmann,Austin Stone,Deqing Sun,Suhani Vora,Ziyu Wang,Tianhao Wu,Kwang Moo Yi,Fangcheng Zhong,Andrea Tagliasacchi
Neural Information Processing Systems (2022)
International Conference on Learning Representations (ICLR) (2022)
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Author Statistics
#Papers: 41
#Citation: 17238
H-Index: 24
G-Index: 33
Sociability: 5
Diversity: 1
Activity: 39
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