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Multiple-shooting adjoint method for whole-brain dynamic causal modeling


Feb 14, 2021
Juntang Zhuang, Nicha Dvornek, Sekhar Tatikonda, Xenophon Papademetris, Pamela Ventola, James Duncan

* 27th International Conference on Information Processing in Medical Imaging 

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


Feb 09, 2021
Juntang Zhuang, Nicha C. Dvornek, Sekhar Tatikonda, James S. Duncan

* International Conference on Learning Representation, ICLR 2021 
* https://openreview.net/forum?id=blfSjHeFM_e 

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AdaBelief Optimizer: Adapting Stepsizes by the Belief in Observed Gradients


Oct 24, 2020
Juntang Zhuang, Tommy Tang, Yifan Ding, Sekhar Tatikonda, Nicha Dvornek, Xenophon Papademetris, James S. Duncan

* NeurIPS 2020 

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Pooling Regularized Graph Neural Network for fMRI Biomarker Analysis


Jul 29, 2020
Xiaoxiao Li, Yuan Zhou, Nicha C. Dvornek, Muhan Zhang, Juntang Zhuang, Pamela Ventola, James S Duncan

* MICCAI 2020 
* 11 pages, 4 figures 

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Neuropsychiatric Disease Classification Using Functional Connectomics -- Results of the Connectomics in NeuroImaging Transfer Learning Challenge


Jun 05, 2020
Markus D. Schirmer, Archana Venkataraman, Islem Rekik, Minjeong Kim, Stewart Mostofsky, Mary Beth Nebel, Keri Rosch, Karen Seymour, Deana Crocetti, Hassna Irzan, Michael Hütel, Sebastien Ourselin, Neil Marlow, Andrew Melbourne, Egor Levchenko, Shuo Zhou, Mwiza Kunda, Haiping Lu, Nicha C. Dvornek, Juntang Zhuang, Gideon Pinto, Sandip Samal, Jorge L. Bernal-Rusiel, Rudolph Pienaar, Ai Wern Chung

* CNI-TLC was held in conjunction with MICCAI 2019 

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Adaptive Checkpoint Adjoint Method for Gradient Estimation in Neural ODE


Jun 03, 2020
Juntang Zhuang, Nicha Dvornek, Xiaoxiao Li, Sekhar Tatikonda, Xenophon Papademetris, James Duncan

* ICML2020 

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2018 Robotic Scene Segmentation Challenge


Feb 03, 2020
Max Allan, Satoshi Kondo, Sebastian Bodenstedt, Stefan Leger, Rahim Kadkhodamohammadi, Imanol Luengo, Felix Fuentes, Evangello Flouty, Ahmed Mohammed, Marius Pedersen, Avinash Kori, Varghese Alex, Ganapathy Krishnamurthi, David Rauber, Robert Mendel, Christoph Palm, Sophia Bano, Guinther Saibro, Chi-Sheng Shih, Hsun-An Chiang, Juntang Zhuang, Junlin Yang, Vladimir Iglovikov, Anton Dobrenkii, Madhu Reddiboina, Anubhav Reddy, Xingtong Liu, Cong Gao, Mathias Unberath, Myeonghyeon Kim, Chanho Kim, Chaewon Kim, Hyejin Kim, Gyeongmin Lee, Ihsan Ullah, Miguel Luna, Sang Hyun Park, Mahdi Azizian, Danail Stoyanov, Lena Maier-Hein, Stefanie Speidel


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Jointly Discriminative and Generative Recurrent Neural Networks for Learning from fMRI


Oct 15, 2019
Nicha C. Dvornek, Xiaoxiao Li, Juntang Zhuang, James S. Duncan

* 10th International Workshop on Machine Learning in Medical Imaging (MLMI 2019) 

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Decision Explanation and Feature Importance for Invertible Networks


Oct 15, 2019
Juntang Zhuang, Nicha C. Dvornek, Xiaoxiao Li, Junlin Yang, James S. Duncan

* ICCVW 2019 
* Correct notations 

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


Aug 27, 2019
Junlin Yang, Nicha C. Dvornek, Fan Zhang, Juntang Zhuang, Julius Chapiro, MingDe Lin, James S. Duncan


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


Aug 14, 2019
Xiaoxiao Li, Nicha C. Dvornek, Juntang Zhuang, Pamela Ventola, James Duncan


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Invertible Network for Classification and Biomarker Selection for ASD


Jul 23, 2019
Juntang Zhuang, Nicha C. Dvornek, Xiaoxiao Li, Pamela Ventola, James S. Duncan


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Graph Neural Network for Interpreting Task-fMRI Biomarkers


Jul 12, 2019
Xiaoxiao Li, Nicha C. Dvornek, Yuan Zhou, Juntang Zhuang, Pamela Ventola, James S. Duncan

* Medical Image Computing and Computer-Assisted Intervention 2019 

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


Dec 14, 2018
Xiaoxiao Li, Nicha C. Dvornek, Yuan Zhou, Juntang Zhuang, Pamela Ventola, James S. Duncan

* 13 pages, 7 figures, under review 

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Multi-path segmentation network


Dec 13, 2018
Juntang Zhuang, Junlin Yang

* Revision on typo, and some numbers in table 3 

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


Oct 27, 2018
Juntang Zhuang


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Brain Biomarker Interpretation in ASD Using Deep Learning and fMRI


Aug 23, 2018
Xiaoxiao Li, Nicha C. Dvornek, Juntang Zhuang, Pamela Ventola, James S. Duncan

* 8 pagers, accepted by MICCAI 2018 

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