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Picture for Guha Balakrishnan

Matched sample selection with GANs for mitigating attribute confounding


Mar 24, 2021
Chandan Singh, Guha Balakrishnan, Pietro Perona


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When and Why Test-Time Augmentation Works


Nov 23, 2020
Divya Shanmugam, Davis Blalock, Guha Balakrishnan, John Guttag


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Towards causal benchmarking of bias in face analysis algorithms


Jul 13, 2020
Guha Balakrishnan, Yuanjun Xiong, Wei Xia, Pietro Perona

* Long-form version of ECCV 2020 paper 

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Painting Many Pasts: Synthesizing Time Lapse Videos of Paintings


Jan 04, 2020
Amy Zhao, Guha Balakrishnan, Kathleen M. Lewis, Frédo Durand, John V. Guttag, Adrian V. Dalca


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Visual Deprojection: Probabilistic Recovery of Collapsed Dimensions


Sep 01, 2019
Guha Balakrishnan, Adrian V. Dalca, Amy Zhao, John V. Guttag, Fredo Durand, William T. Freeman

* ICCV 2019 

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Data augmentation using learned transformations for one-shot medical image segmentation


Apr 06, 2019
Amy Zhao, Guha Balakrishnan, Frédo Durand, John V. Guttag, Adrian V. Dalca

* 9 pages, CVPR 2019 

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Unsupervised Learning of Probabilistic Diffeomorphic Registration for Images and Surfaces


Mar 08, 2019
Adrian V. Dalca, Guha Balakrishnan, John Guttag, Mert R. Sabuncu

* Under Review at MedIA: Medical Image Analysis (MICCAI2018 Special Issue). This manuscript expands on the MICCAI 2018 paper (arXiv:1805.04605) by introducing an extension to anatomical surface registration, new experiments, and an analysis of diffeomorphic implementations. Code available at http://voxelmorph.csail.mit.edu 

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Fast Learning-based Registration of Sparse Clinical Images


Dec 17, 2018
Kathleen M. Lewis, Guha Balakrishnan, Natalia S. Rost, John Guttag, Adrian V. Dalca

* Paper presented at machine learning for healthcare (NeurIPS ML4H) 2018 

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Unsupervised Learning for Fast Probabilistic Diffeomorphic Registration


Sep 14, 2018
Adrian V. Dalca, Guha Balakrishnan, John Guttag, Mert R. Sabuncu

* LNCS 11070, pp 729-738, Springer. 2018 
* MICCAI 2018 (Oral Presentation). Proceedings: LNCS 11070, pp 729-738 

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VoxelMorph: A Learning Framework for Deformable Medical Image Registration


Sep 14, 2018
Guha Balakrishnan, Amy Zhao, Mert R. Sabuncu, John Guttag, Adrian V. Dalca

* Submitted to IEEE TMI. This manuscript expands on the CVPR 2018 paper (arXiv:1802.02604) by presenting an auxiliary learning model, an amortized optimization analysis, and more extensive model evaluations 

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An Unsupervised Learning Model for Deformable Medical Image Registration


Apr 20, 2018
Guha Balakrishnan, Amy Zhao, Mert R. Sabuncu, John Guttag, Adrian V. Dalca

* 9 pages, in CVPR 2018 

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Synthesizing Images of Humans in Unseen Poses


Apr 20, 2018
Guha Balakrishnan, Amy Zhao, Adrian V. Dalca, Fredo Durand, John Guttag

* CVPR 2018 

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A Video-Based Method for Objectively Rating Ataxia


Sep 07, 2017
Ronnachai Jaroensri, Amy Zhao, Guha Balakrishnan, Derek Lo, Jeremy Schmahmann, John Guttag, Fredo Durand

* MLHC 2017 

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