Publications

2020

  • A. Geifman, A. Yadav, Y. Kasten, M. Galun, D. Jacobs and R. Basri

On the similarity between the laplace and neural tangent kernels
Advances in Neural Information Processing Systems, Neurips-20 (2020)

  • L. Yariv, Y. Kasten, D. Moran, M. Galun, M. Atzmon, B. Ronen and Y. Lipman

Multiview Neural Surface Reconstruction by Disentangling Geometry and Appearance
Advances in Neural Information Processing Systems, Neurips-20 (2020)

  • R. Basri, M. Galun, A. Geifman, D. Jacobs, Y. Kasten and S. Kritchman

​​​​​Frequency bias in neural networks for input of non-uniform density
Proceedings of the International Conference on Machine Learning, ICML-20 (2020)

  • I. Luz, M. Galun, H. Maron, R. Basri and I. Yavneh

Learning Algebraic Multigrid Using Graph Neural Networks
Proceedings of the International Conference on Machine Learning, ICML-20 (2020)

  • A. Geifman, Y. Kasten, M. Galun and R. Basri

Averaging Essential and Fundamental Matrices in Collinear Camera Settings
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR-20 (2020)

2019

  • Y. Kasten, A. Geifman, M. Galun and R. Basri

Algebraic Characterization of Essential Matrices and Their Averaging in Multiview Settings
IEEE International Conference on Computer Vision, Seoul, ICCV-19 (2019)

  • Y. Kasten, A. Geifman, M. Galun and R. Basri

GPSfM: Global Projective SFM Using Algebraic Constraints on Multi-View Fundamental Matrices
IEEE Conference on Computer Vision and Pattern Recognition, Long Beach, CA, CVPR-19 (2019)
Project's webpage

  • D. Greenfeld, M. Galun, R. Kimmel, I. Yavneh and R. Basri

​​​​​Learning to Optimize Multigrid PDE Solvers
International Conference on Machine Learning, Long Beach, California, ICML-19 (2019)
Project's webpage

  • Y. Kasten, M. Galun and R. Basri

Resultant Based Incremental Recovery of Camera Pose from Pairwise Matches
Workshop on Applications of Computer Vision, Hawaii, WACV-19 (2019)

2018

2017

  • S. Sengupta, T. Amir, M. Galun, T. Goldstein, D. W. Jacobs, A. Singer and R. Basri 

        A new rank constraint on multi-view fundamental matrices,

        and its application to camera location recovery

        IEEE Conference on Computer Vision and Pattern Recognition, Honolulu, CVPR-17 (2017)

  • H. Maron, M. Galun, N. Aigerman, M. Trope, N. Dym, E. Yumer, V. G. Kim and Y. Lipman

       Convolutional neural networks on surfaces via seamless toric covers  

       ACM SIGGRAPH, Los Angeles, SIGGRAPH-17 (2017)

2016

  • S. Kovalsky, M. Galun and Y. Lipman 

Accelerated quadratic proxy for geometric optimization 

ACM SIGGRAPH, Los Angeles, SIGGRAPH-16 (2016)

Project's web page

  • N. Ofir, M. Galun, B. Nadler and R. Basri

Fast detection of curved edges at low SNR 

IEEE Conference on Computer Vision and Pattern Recognition, Las Vegas, CVPR-16 (2016)

Project's web page

2015

  • M. Galun*, T. Amir*, T. Hassner, R. Basri and Y. Lipman

Wide baseline stereo matching with convex bounded distortion constraints

IEEE International Conference on Computer Vision, Santiago, ICCV-15 (2015) 

(*equal contributors)

  • O. Meir, M. Galun, S. Yagev, R. Basri and I. Yavneh

A Multiscale variable-grouping framework for MRF energy minimization

IEEE International Conference on Computer Vision, Santiago, ICCV-15 (2015)

Project's web page

  • M. Galun, I. Yavneh and R. Basri

Review of methods inspired by algebraic-multigrid for data and image analysis applications

Numerical Mathematics: Theory, Methods and Applications, 8(2):283-312 (2015)

  • I. Horev, B. Nadler, E. Arias-Castro, M. Galun and R. Basri

Detection of long edges on a computational budget: a sub-linear approach

SIAM Journal of Imaging Sciences, 8(1):458-483 (2015)

2013

  • I. Rishal,  O. Golani, M. Rajman, B. Costa, K. Ben-Yaakov,  Z. Schoenmann,  A. Yaron,  R. Basri, M. Fainzilber and M. Galun

WIS-NeuroMath enables versatile high throughput analyses of neuronal processes

Developmental Neurobiology, 73(3):247-256 (2013)

Project's web page 

2012

  • S. Bagon and M. Galun

A multiscale framework for challenging discrete optimization

NIPS Workshop on Optimization for Machine Learning (2012)

  • S. Bagon and M. Galun

A unified multiscale framework for discrete energy minimization 

arXiv (2012)

  • D. Glasner, M. Galun, S. Alpert, R. Basri and G. Shakhnarovich

Viewpoint-Aware object detection and continuous pose estimation

Image and Vision Computing, 30:923-933 (2012)

  • S. Alpert, M. Galun, A. Brandt and R. Basri

Image segmentation by probabilistic bottom-up aggregation and cue inegration 

IEEE Transactions on Pattern Analysis and Machine Intelligence (2012)

2011

  • D. Glasner, M. Galun, S. Alpert, R. Basri and G. Shakhnarovich

Viewpoint-Aware object detection and pose estimation

IEEE International Conference on Computer Vision, Barcelona, ICCV-11 (2011)

 Project's web page 

  • S. Bagon and M. Galun

Optimizing large scale correlation clustering

arXiv (2011)

2010

  • S. Alpert, M. Galun, B. Nadler and R. Basri

Detecting faint curved edges in noisy images

European Conference on Computer Vision, Heraklion, ECCV-10 (2010)

  • S. Bagon, O. Brostovski, M. Galun and M. Irani

Detecting and sketching the common

IEEE Conference on Computer Vision and Pattern Recognition, San Francisco,  CVPR-10 (2010)

Project's web page

  • D. Kushnir, M. Galun and A. Brandt

Efficient multilevel eigensolvers with applications to data analysis tasks

IEEE Transactions on Pattern Analysis and Machine Intelligence, 32(8):1377-1391 (2010)

2009

  • I. Zelman, M. Galun, A. Akselrod-Ballin, Y. Yekutieli, B. Hochner and T. Flash

Nearly automatic motion capture system for tracking octopus arm movements in 3D space

Journal of Neuroscience methods, 182:97-109 (2009)

  • A. Akselrod-Ballin, M. Galun, J.M Gomori, M. Filippi, P. Valsasina, R. Basri and A. Brandt

Automatic segmentation and classification of multiple sclerosis in multichannel MRI 

IEEE Transactions on Biomedical Engineering, 56(10):2461-2469 (2009)

2008

  • S. Naffar-Abu-Amara, T. Shay, M. Galun, N. Cohen, S. J. Isakoff, Z. Kam and B. Geiger

Identification of novel pro-migratory, cancer-associated genes using quantitative, microscopy-based screening

PlosOne (2008)

2007

  • M. Galun, R. Basri and A. Brandt

Multiscale edge detection and fiber enhancement using differences of oriented means

IEEE International Conference on Computer Vision, Rio De Janeiro, ICCV-07 (2007)

Project's web page

  • S. Alpert, M. Galun, R.Basri and A. Brandt

Image segmentation by probabilistic bottom-up aggregation and cue integration

IEEE Conference on Computer Vision and Pattern Recognition, Minneapolis, CVPR-07  (2007)

  • A. Akselrod-Ballin, M. Galun, M. J. Gomori, R. Basri and A. Brandt

Prior knowledge driven multiscale segmentation of brain MRI

The International Society and Conference Series on Medical Image Computing and Computer-Assisted Intervention,  Brisbane, Australia, MICCAI-07 (2007)

2006

  • E. Sharon, M. Galun, D. Sharon, R. Basri and A. Brandt

Hierarchy and adaptivity in segmenting visual scenes

Nature, 442 (7104):810–813 (2006)

  • D. Kushnir, M. Galun and A. Brandt

Fast multiscale clustering and manifold identification

Special Issue of Similarity-Based Pattern Recognition, Journal of Pattern Recognition, 39:1876–1891 (2006)

  • L. Gorelick, M. Galun, E. Sharon, R.Basri and A. Brandt

Shape representation and classification using the Poisson equation

IEEE Transactions on Pattern Analysis and Machine Intelligence, 28(12) (2006)

  • B. Nadler and M. Galun

Fundamental Limitations of Spectral Clustering Methods

Neural Information Processing Systems Conference, Vancouver, NIPS-06 (2006)

  • A. Akselrod-Ballin, M. Galun, M. J. Gomori, M. Filippi, P. Valsasina, R. Basri and A. Brandt

An integrated segmentation and classification approach applied to multiple sclerosis analysis

IEEE Conference on Computer Vision and Pattern Recognition, New-York, CVPR-06 (2006)

  • A. Akselrod-Ballin, E. Eyal, M. Galun, E. Furman-Haran, J. M. Gomori, R. Basri, H. Degani and A. Brandt

Automatic three-dimensional segmentation of MR images applied to the rat uterus

The International Society for Optical Engineering Conference on Medical Imaging, San Diego, SPIE-06 (2006)

  • A. Akselrod-Ballin, M. Galun, M. J. Gomori, R. Basri and A. Brandt

Atlas guided identification of brain structures by combining 3D segmentation and SVM classification 

The International Society and Conference Series on Medical Image Computing and Computer-Assisted Intervention, Copenhagen, MICCAI-06 (2006)

  • E. Eyal, A. Akselrod-Ballin, M. Galun, E. Furman-Haran, R. Basri, A. Brandt and H. Degani

Dynamic monitoring of the rat uterus using 3D automatic segmentation

Conference of the International Society for Magnetic Resonance in Medicine, Seattle, IMSRM-06 (2006)

2005

  • M. Galun, A. Apartsin and R. Basri

Multiscale segmentation by combining Motion and intensity cues

IEEE Conference on Computer Vision and Pattern Recognition, San Diego, CVPR-05 (2005)

2004

  • L. Gorelick, M. Galun, E. Sharon, R.Basri and A. Brandt

Shape representation and classification using the Poisson equation

IEEE Conference on Computer Vision and Pattern Recognition, Washington, DC, CVPR-04 (2004)

2003

  • M. Galun, E. Sharon, R.Basri and A. Brandt

Texture segmentation by multiscale aggregation of filter responses and shape elements

IEEE International Conference on Computer Vision, Nice, ICCV-03 (2003)

1999

  • A. Brandt, J. Mann, M. Brodski and M. Galun

A fast and accurate inversion of the Radon transform 

SIAM Journal on Appl. Math. 60:437–462 (1999)

1997

  • A. Brandt and M. Galun

Optimal multigrid algorithms for variable-coupling isotropic Gaussian models 

J. Stat. Phys. 88:637–664 (1997)

1996

  • A. Brandt and M. Galun

Optimal multigrid algorithms for the massive Gaussian model and path integrals 

J. Stat. Phys. 82:1503–1518 (1996)

1994

  • A. Brandt, M. Galun and D. Ron

Optimal multigrid algorithms for calculating thermodynamic limits

J. Stat. Phys. 74:313–348 (1994)