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TractGraphCNN: anatomically informed graph CNN for classification using diffusion MRI tractography


Jan 05, 2023
Yuqian Chen, Fan Zhang, Leo R. Zekelman, Tengfei Xue, Chaoyi Zhang, Yang Song, Nikos Makris, Yogesh Rathi, Weidong Cai, Lauren J. O'Donnell

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* 5 pages, 3 figures 

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Rethinking Rotation Invariance with Point Cloud Registration


Dec 31, 2022
Jianhui Yu, Chaoyi Zhang, Weidong Cai

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* Accepted by AAAI23 

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TW-BAG: Tensor-wise Brain-aware Gate Network for Inpainting Disrupted Diffusion Tensor Imaging


Oct 31, 2022
Zihao Tang, Xinyi Wang, Lihaowen Zhu, Mariano Cabezas, Dongnan Liu, Michael Barnett, Weidong Cai, Chengyu Wang

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* Accepted by The 2022 International Conference on Digital Image Computing: Techniques and Applications (DICTA 2022) 

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PointNeuron: 3D Neuron Reconstruction via Geometry and Topology Learning of Point Clouds


Oct 18, 2022
Runkai Zhao, Heng Wang, Chaoyi Zhang, Weidong Cai

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* WACV 2023 

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A Novel Supervised Contrastive Regression Framework for Prediction of Neurocognitive Measures Using Multi-Site Harmonized Diffusion MRI Tractography


Oct 13, 2022
Tengfei Xue, Fan Zhang, Leo R. Zekelman, Chaoyi Zhang, Yuqian Chen, Suheyla Cetin-Karayumak, Steve Pieper, William M. Wells, Yogesh Rathi, Nikos Makris, Weidong Cai, Lauren J. O'Donnell

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* 9 pages, 4 figures 

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Unsupervised Domain Adaptive Fundus Image Segmentation with Few Labeled Source Data


Oct 10, 2022
Qianbi Yu, Dongnan Liu, Chaoyi Zhang, Xinwen Zhang, Weidong Cai

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* Accepted by The 33rd British Machine Vision Conference (BMVC) 2022 

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Superficial White Matter Analysis: An Efficient Point-cloud-based Deep Learning Framework with Supervised Contrastive Learning for Consistent Tractography Parcellation across Populations and dMRI Acquisitions


Jul 18, 2022
Tengfei Xue, Fan Zhang, Chaoyi Zhang, Yuqian Chen, Yang Song, Alexandra J. Golby, Nikos Makris, Yogesh Rathi, Weidong Cai, Lauren J. O'Donnell

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* 12 pages, 7 figures. arXiv admin note: text overlap with arXiv:2201.12528 

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TractoFormer: A Novel Fiber-level Whole Brain Tractography Analysis Framework Using Spectral Embedding and Vision Transformers


Jul 11, 2022
Fan Zhang, Tengfei Xue, Weidong Cai, Yogesh Rathi, Carl-Fredrik Westin, Lauren J O'Donnell

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* 11 pages. 5 figures, MICCAI 2022 

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White Matter Tracts are Point Clouds: Neuropsychological Score Prediction and Critical Region Localization via Geometric Deep Learning


Jul 06, 2022
Yuqian Chen, Fan Zhang, Chaoyi Zhang, Tengfei Xue, Leo R. Zekelman, Jianzhong He, Yang Song, Nikos Makris, Yogesh Rathi, Alexandra J. Golby, Weidong Cai, Lauren J. O'Donnell

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* 11 pages. 3 figures, MICCAI 2022 

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