Juntang Zhuang | DeepAI

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Featured Co-authors

Ting Liu
175 publications
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136 publications
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James S. Duncan
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Hartwig Adam
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Muhan Zhang
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Chenyu You
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Yin Cui
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Nicha C. Dvornek
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∙ 09/01/2022

Learning correspondences of cardiac motion from images using biomechanics-informed modeling

Learning spatial-temporal correspondences in cardiac motion from images ...

0 Xiaoran Zhang, et al. ∙

∙ 03/15/2022

Surrogate Gap Minimization Improves Sharpness-Aware Training

The recently proposed Sharpness-Aware Minimization (SAM) improves genera...

1 Juntang Zhuang, et al. ∙

∙ 10/11/2021

Momentum Centering and Asynchronous Update for Adaptive Gradient Methods

We propose ACProp (Asynchronous-centering-Prop), an adaptive optimizer w...

0 Juntang Zhuang, et al. ∙

∙ 04/15/2021

Demographic-Guided Attention in Recurrent Neural Networks for Modeling Neuropathophysiological Heterogeneity

Heterogeneous presentation of a neurological disorder suggests potential...

14 Nicha C. Dvornek, et al. ∙

∙ 02/09/2021

MALI: A memory efficient and reverse accurate integrator for Neural ODEs

Neural ordinary differential equations (Neural ODEs) are a new family of...

0 Juntang Zhuang, et al. ∙

∙ 10/15/2020

AdaBelief Optimizer: Adapting Stepsizes by the Belief in Observed Gradients

Most popular optimizers for deep learning can be broadly categorized as ...

48 Juntang Zhuang, et al. ∙

∙ 07/29/2020

Pooling Regularized Graph Neural Network for fMRI Biomarker Analysis

Understanding how certain brain regions relate to a specific neurologica...

26 Xiaoxiao Li, et al. ∙

∙ 06/03/2020

Adaptive Checkpoint Adjoint Method for Gradient Estimation in Neural ODE

Neural ordinary differential equations (NODEs) have recently attracted i...

2 Juntang Zhuang, et al. ∙

∙ 10/15/2019

Jointly Discriminative and Generative Recurrent Neural Networks for Learning from fMRI

Recurrent neural networks (RNNs) were designed for dealing with time-ser...

0 Nicha C. Dvornek, et al. ∙

∙ 09/30/2019

Decision Explanation and Feature Importance for Invertible Networks

Deep neural networks are vulnerable to adversarial attacks and hard to i...

0 Juntang Zhuang, et al. ∙

∙ 08/27/2019

Domain-Agnostic Learning with Anatomy-Consistent Embedding for Cross-Modality Liver Segmentation

Domain Adaptation (DA) has the potential to greatly help the generalizat...

11 Junlin Yang, et al. ∙

∙ 08/09/2019

Graph Embedding Using Infomax for ASD Classification and Brain Functional Difference Detection

Significant progress has been made using fMRI to characterize the brain ...

0 Xiaoxiao Li, et al. ∙

∙ 07/23/2019

Invertible Network for Classification and Biomarker Selection for ASD

Determining biomarkers for autism spectrum disorder (ASD) is crucial to ...

0 Juntang Zhuang, et al. ∙

∙ 07/02/2019

Graph Neural Network for Interpreting Task-fMRI Biomarkers

Finding the biomarkers associated with ASD is helpful for understanding ...

0 Xiaoxiao Li, et al. ∙

∙ 12/14/2018

Efficient Interpretation of Deep Learning Models Using Graph Structure and Cooperative Game Theory: Application to ASD Biomarker Discovery

Discovering imaging biomarkers for autism spectrum disorder (ASD) is cri...

0 Xiaoxiao Li, et al. ∙

∙ 11/27/2018

ShelfNet for Real-time Semantic Segmentation

In this project, we present ShelfNet, a lightweight convolutional neural...

0 Juntang Zhuang, et al. ∙

∙ 10/28/2018

Prediction of severity and treatment outcome for ASD from fMRI

Autism spectrum disorder (ASD) is a complex neurodevelopmental syndrome....

0 Juntang Zhuang, et al. ∙

∙ 10/17/2018

LadderNet: Multi-path networks based on U-Net for medical image segmentation

U-Net has been providing state-of-the-art performance in many medical im...

0 Juntang Zhuang, et al. ∙

∙ 10/17/2018

Prediction of treatment outcome for autism from structure of the brain based on sure independence screening

Autism spectrum disorder (ASD) is a complex neurodevelopmental disorder,...

0 Juntang Zhuang, et al. ∙

∙ 08/23/2018

Brain Biomarker Interpretation in ASD Using Deep Learning and fMRI

Autism spectrum disorder (ASD) is a complex neurodevelopmental disorder....

4 Xiaoxiao Li, et al. ∙