Research

DIFR3CT: Latent Diffusion for Probabilistic 3D CT Reconstruction from Few Planar X-Rays

Yiran Sun, Hana Baroudi, Tucker Netherton, Laurence Court, Osama Mawlawi, Ashok Veeraraghavan, Guha Balakrishnan

In Submission

DRAGON: Drone and Ground Gaussian Splatting for 3D Building Reconstruction

Yujin Ham, Mateusz Michalkiewicz, Guha Balakrishnan

ICCP 2024

Moayed Haji-Ali, Guha Balakrishnan, Vicente Ordonez

ElasticDiffusion: Training-free Arbitrary Size Image Generation

CVPR 2024

paper, code, website

GELDA: A generative language annotation framework to reveal visual biases in datasets

Krish Kabra, Kathleen M. Lewis, Guha Balakrishnan

CVPR ReGenAI Workshop 2024

F?D: On understanding the role of deep feature spaces on face generation evaluation

Krish Kabra, Guha Balakrishnan

CVPR ReGenAI Workshop 2024

Benchmarking Algorithmic Bias in Face Recognition: An Experimental Approach Using Synthetic Faces and Human Evaluation

Hao Liang, Pietro Perona, Guha Balakrishnan

ICCV 2023

paper, website

Visualizing chest X-ray dataset biases using GANs

Hao Liang, Kevin Ni, Guha Balakrishnan

MIDL 2023

Towards causally linking architectural parametrizations to algorithmic bias in neural networks

Hao Liang, Josue Ortega Caro, Vikram Maheshri, Ankit B. Patel, Guha Balakrishnan

WACV, 2023

SplineCam: Exact Visualization of Deep Neural Network Geometry and Decision Boundaries

Ahmed Imtiaz Humayun, Randall Balestriero, Guha Balakrishnan, Richard Baraniuk

CVPR 2023

website

WIRE: Wavelet Implicit Neural Representations

Vishwanath Saragadam, Daniel LeJeune, Jasper Tan, Guha Balakrishnan, Ashok Veeraraghavan, Richard G. Baraniuk

CVPR 2023

website, paper, code

MINER: Multiscale Implicit Neural Representations

Vishwanath Saragadam, Jasper Tan, Guha Balakrishnan, Richard Baraniuk, Ashok Veeraraghavan

ECCV 2022

Latent Rayleigh EigenDirections for controlled GAN Synthesis

G. Balakrishnan, R. Gadde, A. Martinez, P. Perona

ECCV 2022

Leveling Down in Computer Vision: Pareto Inefficiencies in Fair Deep Learning

D. Zietlow, M. Lohaus, G. Balakrishnan, M. Kleindessner, F. Locatello, B. Scholkopf, C. Russell

CVPR 2022.

Better aggregation in test-time augmentation

D. Shanmugam, D. Blalock, G. Balakrishnan, J. Guttag

ICCV 2021 (oral)

Matched sample selection for face datasets via GAN projection

C. Singh, G. Balakrishnan, P. Perona

CVPR 2021 Causality in Vision Workshop

Towards causal benchmarking of face analysis algorithms

G. Balakrishnan, Y. Xiong, W. Xia, P. Perona

ECCV 2020

Painting Many Pasts: Synthesizing Time Lapse Videos of Paintings

A. Zhao, G. Balakrishnan, K.M. Lewis, F. Durand, J. Guttag, A. V. Dalca

CVPR 2020

paper, site, code

Visual Deprojection: Probabilistic Recovery of Collapsed Dimensions in Images and Videos

G. Balakrishnan, A. V. Dalca, A. Zhao, J. Guttag, F. Durand, W.T. Freeman

ICCV 2019

Press:

mit news, engadget, petapixel, science daily, techspot

Synthesizing Images of Humans in Unseen Poses

G. Balakrishnan, A. Zhao, A. V. Dalca, F. Durand, J. Guttag

CVPR 2018 (oral)

Video diff: highlighting differences between similar actions in videos

G. Balakrishnan, F. Durand, J. Guttag

Siggraph Asia 2015 (oral)

An Unsupervised Learning Model for Deformable Medical Image Registration

G. Balakrishnan, A. Zhao, M. R. Sabuncu, J. Guttag, A. V. Dalca

CVPR 2018

techexplorist, healthimaging, acceleratingbiz, bionengineeringtoday

Press:

mit news, nvidia, innovatorsmag, extremetech, semiengineering, physicsworld, electronics360, radiologybusiness, futurelab3d,

Unsupervised Learning for Fast Probabilistic Diffeomorphic Registration

A. V. Dalca, G. Balakrishnan, J. Guttag, and M. R. Sabuncu

MICCAI 2018 (oral, best paper runner-up)

VoxelMorph: A Learning Framework for Deformable Medical Image Registration

G. Balakrishnan, A. Zhao, M.R. Sabuncu, J. Guttag, A. V. Dalca

IEEE TMI: Transactions in Medical Imaging 2019

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

A. Zhao, G. Balakrishnan, F. Durand, J. Guttag, A. V. Dalca

CVPR 2019 (oral)

Unsupervised Learning of Probabilistic Diffeomorphic Registration

for Images and Surfaces

A. V. Dalca, G. Balakrishnan, J. Guttag, and M. R. Sabuncu

Medical Image Analysis (MedIA) 2019

Detecting Pulse from Head Motions in Video

G. Balakrishnan, F. Durand, J. Guttag

CVPR 2013

paper, video

Press:

mit news, phys.org, newscientist, cnet,

fox news, sciencenews, kurzweilai

A Video-Based Method for Objectively Rating Ataxia

R. Jaroensri, A. Zhao, G. Balakrishnan, D. Lo,

J. Schmahmann, J. Guttag, F. Durand

MLHC 2017

Scalable personalization of long-term physiological monitoring:

Active learning methodologies for epileptic seizure onset detection

G. Balakrishnan, Z. Syed

AISTATS 2012