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Matan Atzmon

I am a Ph.D. student at the Department of Computer Science and Applied Mathematics at the Weizmann Institute of Science under the supervision of Prof. Yaron Lipman.
I have been working on developing 3D deep learning methods, mostly focusing on learning with weak supervision.

Email: matan(dot)atzmon(at)weizmann(dot)ac(dot)il, Google scholar page, GitHub page Twitter


SALD: Sign Agnostic Learning with Derivatives

Matan Atzmon and Yaron Lipman
International Conference on Learning Representations (ICLR) 2021

Abstract Arxiv

Isometric Autoencoders

Amos Gropp, Matan Atzmon, Yaron Lipman
Technical report

Abstract Arxiv

Multiview Neural Surface Reconstruction by Disentangling Geometry and Appearance

Lior Yariv, Yoni Kasten, Dror Moran, Meirav Galun, Matan Atzmon, Ronen Basri, Yaron Lipman
34th Annual Conference on Neural Information Processing Systems (NeurIPS 2020), spotlight

Abstract Arxiv Code Project Page

Implicit Geometric Regularization for Learning Shapes

Amos Gropp, Lior Yariv, Niv Haim, Matan Atzmon, Yaron Lipman
International Conference on Machine Learning (ICML) 2020

Abstract Arxiv Code

SAL: Sign Agnostic Learning of Shapes from Raw Data

Matan Atzmon and Yaron Lipman
Computer Vision and Pattern Recognition (CVPR) 2020, oral presentation

Abstract Arxiv Code Video

Controlling Neural Level Sets

Matan Atzmon, Niv Haim, Lior Yariv, Ofer Israelov, Haggai Maron, Yaron Lipman
33rd Annual Conference on Neural Information Processing Systems (NeurIPS 2019)

Abstract Arxiv Code Poster
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Point Convolutional Neural Networks by Extension Operators

Matan Atzmon*, Haggai Maron* and Yaron Lipman (*equal contribution)

Abstract Arxiv GitHub Slides Video