Juntang Zhuang | DeepAI

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Ting Liu
188 publications
Fan Zhang
151 publications
Yuan Zhou
82 publications
Xiaoxiao Li
78 publications
Boqing Gong
59 publications
James S. Duncan
43 publications
Muhan Zhang
38 publications
Chenyu You
35 publications
Hartwig Adam
35 publications
Yin Cui
25 publications
Nicha C. Dvornek
22 publications

∙ 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. ∙

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