Deep Learning
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SE(3)-Equivariant and Noise-Invariant 3D Rigid Motion Tracking in Brain MRI
Benjamin Billot, Neel Dey, Daniel Moyer, Malte Hoffmann, Esra Abaci Turk, Borjan Gagoski, P. Ellen Grant, & Polina Golland. (2024 ÎåÒ»²è¹Ý¶ù). SE(3)-Equivariant and Noise-Invariant 3D Rigid Motion Tracking in Brain MRI. IEEE Transactions on Medical Imaging, 1-12. https://doi.org/10.1109/TMI.2024 ÎåÒ»²è¹Ý¶ù.3411989 Tracking movement accurately in medical imaging, like MRI scans… Read MoreJul. 21, 2024 ÎåÒ»²è¹Ý¶ù
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Deep conditional generative model for longitudinal single-slice abdominal computed tomography harmonization
Xin Yu, Qi Yang, Yucheng Tang, Riqiang Gao, Shunxing Bao, Leon Y. Cai, Ho Hin Lee, Yuankai Huo, Ann Zenobia Moore, Luigi Ferrucci, and Bennett A. Landman. “Deep Conditional Generative Model for Longitudinal Single-slice Abdominal Computed Tomography Harmonization.” Journal of Medical Imaging (Bellingham), vol. 11, no. 2, 024008, March… Read MoreJun. 20, 2024 ÎåÒ»²è¹Ý¶ù
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Evaluation of Mean Shift, ComBat, and CycleGAN for Harmonizing Brain Connectivity Matrices Across Sites
Hanliang Xu, Nancy R. Newlin, Michael E. Kim, Chenyu Gao, Praitayini Kanakaraj, Aravind R. Krishnan, Lucas W. Remedios, Nazirah Mohd Khairi, Kimberly Pechman, Derek Archer, Timothy J. Hohman, Angela L. Jefferson, Ivana IÅ¡gum, Yuankai Huo, Daniel Moyer, Kurt G. Schilling, and Bennett A. Landman. “Evaluation of Mean Shift, ComBat,… Read MoreJun. 20, 2024 ÎåÒ»²è¹Ý¶ù
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Learning-based Free-Water Correction using Single-shell Diffusion MRI
Tianyuan Yao, Derek B. Archer, Praitayini Kanakaraj, Nancy Newlin, Shunxing Bao, Daniel Moyer, Kurt Schilling, Bennett A. Landman, and Yuankai Huo. “Learning-based Free-water Correction Using Single-shell Diffusion MRI.” Proceedings of SPIE Medical Imaging 2024 ÎåÒ»²è¹Ý¶ù: Image Processing, vol. 12926, 1292607, 2024 ÎåÒ»²è¹Ý¶ù, San Diego, California Diffusion magnetic resonance imaging (dMRI) enables… Read MoreJun. 20, 2024 ÎåÒ»²è¹Ý¶ù
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Leverage Weakly Annotation to Pixel-wise Annotation via Zero-shot Segment Anything Model for Molecular-empowered Learning
Xueyuan Li, Ruining Deng, Yucheng Tang, Shunxing Bao, Haichun Yang, and Yuankai Huo. “Leverage Weekly Annotation to Pixel-wise Annotation via Zero-shot Segment Anything Model for Molecular-empowered Learning.” Proceedings of SPIE Medical Imaging 2024 ÎåÒ»²è¹Ý¶ù: Digital and Computational Pathology, vol. 12933, 129330K, 2024 ÎåÒ»²è¹Ý¶ù, San Diego, California Precise identification of multiple cell… Read MoreJun. 20, 2024 ÎåÒ»²è¹Ý¶ù
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Meta-optic accelerators for object classifiers
Hanyu Zheng, Quan Liu, You Zhou, Ivan I. Kravchenko, Yuankai Huo, and Jason Valentine. “Meta-optic Accelerators for Object Classifiers.” Science Advances, vol. 8, no. 30, 27 July 2022. Rapid advances in deep learning have led to significant transformations across various fields, including medical image analysis and autonomous systems. These… Read MoreJun. 20, 2024 ÎåÒ»²è¹Ý¶ù
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Using Domain Adaptive Deep Neural Networks to Improve Transthoracic Echocardiography
Lening Cui, Christopher Khan, Ying-Chun Pan, Siegfried Schlunk, Emelina Vienneau, Emmanuel Ofosu, Jason Harbert, Ryan LeFevre, Susan Eagle, and Brett Byram. “Using Domain Adaptive Deep Neural Networks to Improve Transthoracic Echocardiography.” Proceedings of SPIE Medical Imaging 2024 ÎåÒ»²è¹Ý¶ù: Ultrasonic Imaging and Tomography, vol. 12932, 129320M, 2024 ÎåÒ»²è¹Ý¶ù, San Diego, California Previous… Read MoreJun. 20, 2024 ÎåÒ»²è¹Ý¶ù
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Predicting Age from White Matter Diffusivity with Residual Learning
Chenyu Gao, Michael E. Kim, Ho Hin Lee, Qi Yang, Nazirah Mohd Khairi, Praitayini Kanakaraj, Nancy R. Newlin, Derek B. Archer, Angela L. Jefferson, Warren D. Taylor, Brian D. Boyd, Lori L. Beason-Held, Susan M. Resnick, Yuankai Huo, Katherine D. Van Schaik, Kurt G. Schilling, Daniel Moyer, Ivana IÅ¡gum, and… Read MoreJun. 20, 2024 ÎåÒ»²è¹Ý¶ù
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Tractography with T1-weighted MRI and associated anatomical constraints on clinical quality diffusion MRI
Tian Yu, Yunhe Li, Michael E. Kim, Chenyu Gao, Qi Yang, Leon Y. Cai, Susan M. Resnick, Lori L. Beason-Held, Daniel C. Moyer, Kurt G. Schilling, and Bennett A. Landman. “Tractography with T1-weighted MRI and Associated Anatomical Constraints on Clinical Quality Diffusion MRI.” Proceedings of SPIE Medical Imaging 2024 ÎåÒ»²è¹Ý¶ù:… Read MoreJun. 20, 2024 ÎåÒ»²è¹Ý¶ù
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Cell Spatial Analysis in Crohn’s Disease: Unveiling Local Cell Arrangement Pattern with Graph-based Signatures
Shunxing Bao, Sichen Zhu, Vasantha L. Kolachala, Lucas W. Remedios, Yeonjoo Hwang, Yutong Sun, Ruining Deng, Can Cui, Rendong Zhang, Yike Li, Jia Li, Joseph T. Roland, Qi Liu, Ken S. Lau, Subra Kugathasan, Peng Qiu, Keith T. Wilson, Lori A. Coburn, Bennett A. Landman, and Yuankai Huo. “Cell… Read MoreJun. 20, 2024 ÎåÒ»²è¹Ý¶ù