Deep Learning
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ScCotag: Prior-Informed Co-Optimal Transport for Robust Single-Cell Multi-Omics Integration
Li, Yang; Tan, Yuting; Chen, Rui; Zhou, Xin Maizie; Chen, You; Huo, Yuankai; Guo, Xingyi; Tiwari, Anshul; Wen, Zhexing; Zhong, Xue; Malin, Bradley A.; Li, Bingshan; Yin, Zhijun. (2026). ScCotag: Prior-informed co-optimal transport for robust single-cell multi-omics integration. Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and… Read MoreOctober 28, 2026
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Assessing and improving deep domain alignment in ultrasound via simulation diversity
Pan, Ying-Chun; Khan, Christopher M.; Berger, Matthew; Bryant, John M.; Lefevre, Ryan J.; Eagle, Susan S.; Byram, Brett C. (2026). Assessing and improving deep domain alignment in ultrasound via simulation diversity. Ultrasonics, 167, 108193. https://doi.org/10.1016/j.ultras.2026.108193 Deep learning has shown promise for improving ultrasound beamforming (the process of combining ultrasound… Read MoreJuly 28, 2026
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HoloHisto: End-to-end Gigapixel WSI Segmentation with 4K Resolution Sequential Tokenization
Tang, Yucheng.; He, Yufan.; Nath, Vishwesh.; Guo, Pengfeig.; Deng, Ruining.; Yao, Tianyuan.; Liu, Quan.; Cui, Can.; Yang, Yuechen.; Yin, Mengmeng.; Xu, Ziyue.; Roth, Holger.; Xu, Daguang.; Yang, Haichun.; Huo, Yuankai. (2026). HoloHisto: End-to-end Gigapixel WSI Segmentation with 4K Resolution Sequential Tokenization. IS and T International Symposium on Electronic Imaging… Read MoreMay 26, 2026
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MedPTQ: a practical pipeline for real post-training quantization in 3D medical image segmentation
Chongyu Qu; Ritchie Zhao; Ye Yu; Bin Liu; Tianyuan Yao; Junchao Zhu; Bennett A. Landman; Yucheng Tang; Yuankai Huo (2026). MedPTQ: A practical pipeline for real post-training quantization in 3D medical image segmentation. Journal of Medical Imaging, 13(1), 014006. https://doi.org/10.1117/1.JMI.13.1.014006 This study focuses on making advanced deep… Read MoreMarch 26, 2026
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UNISELF: A unified network with instance normalization and self-ensembled lesion fusion for multiple sclerosis lesion segmentation
Zhang, Jinwei; Zuo, Lianrui; Dewey, Blake E.; Remedios, Samuel W.; Liu, Yihao; Hays, Savannah P.; Pham, Dzung L.; Mowry, Ellen M.; Newsome, Scott Douglas; Calabresi, Peter Arthur; Saidha, Shiv; Carass, Aaron; & Prince, Jerry L. (2026). UNISELF: A unified network with instance normalization and self-ensembled lesion fusion for… Read MoreFebruary 25, 2026
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Multipath cycleGAN for harmonization of paired and unpaired low-dose lung computed tomography reconstruction kernels
Krishnan, Aravind R., Li, Thomas Z., Remedios, Lucas W., Kim, Michael E., Gao, Chenyu., Rudravaram, Gaurav., McMaster, Elyssa M., Saunders, Adam M., Bao, Shunxing., Xu, Kaiwen., Zuo, Lianrui., Sandler, Kim Lori., Maldonado, Fabien., Huo, Yuankai., & Landman, Bennett Allan. (2025 51ÎÛÂþ). Multipath cycleGAN for harmonization of paired and unpaired… Read MoreNovember 23, 2025 51ÎÛÂþ
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DeepAndes: A Self-Supervised Vision Foundation Model for Multispectral Remote Sensing Imagery of the Andes
Guo, Junlin., Zimmer-Dauphinee, James R., Nieusma, Jordan M., Lu, Siqi., Liu, Quan., Deng, Ruining., Cui, Can., Yue, Jialin., Lin, Yizhe., Yao, Tianyuan., Xiong, Juming., Zhu, Junchao., Qu, Chongyu., Yang, Yuechen., Wilkes, Mitchell., Wang, Xiao., VanValkenburgh, Parker., Wernke, Steven A., & Huo, Yuankai. (2025 51ÎÛÂþ). DeepAndes: A Self-Supervised Vision Foundation… Read MoreNovember 23, 2025 51ÎÛÂþ
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DeepPhysioRecon: Tracing peripheral physiology in low frequency fMRI dynamics
Bayrak, Roza G.; Hansen, Colin B.; Salas, Jorge Alberto; Ahmed, Nafis; Lyu, Ilwoo; Mather, Mara M.; Huo, Yuankai; Chang, Catie E. (2025 51ÎÛÂþ). DeepPhysioRecon: Tracing peripheral physiology in low frequency fMRI dynamics. Imaging Neuroscience, 3, IMAG.a.163. https://doi.org/10.1162/IMAG.a.163 Many brain studies that use functional magnetic resonance… Read MoreOctober 23, 2025 51ÎÛÂþ
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ZeroReg3D: A zero-shot registration pipeline for 3D consecutive histopathology image reconstruction
Xiong, Juming, Deng, Ruining, Yue, Jialin, Lu, Siqi, Guo, Junlin, Lionts, Marilyn, Yao, Tianyuan, Cui, Can, Zhu, Junchao, & Qu, Chongyu. (2025 51ÎÛÂþ). ZeroReg3D: A zero-shot registration pipeline for 3D consecutive histopathology image reconstruction. Journal of Medical Imaging, 12(4), 44002. https://doi.org/10.1117/1.JMI.12.4.044002 Histological analysis, which examines… Read MoreSeptember 26, 2025 51ÎÛÂþ
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Fast-RF-Shimming: Accelerate RF shimming in 7T MRI using deep learning
Lu, Zhengyi, Liang, Hao, Lu, Ming, Wang, Xiao, Yan, Xinqiang, & Huo, Yuankai. (2025 51ÎÛÂþ). “Fast-RF-Shimming: Accelerate RF shimming in 7T MRI using deep learning.â€� Meta-Radiology, 3(3), 100166. https://doi.org/10.1016/j.metrad.2025 51ÎÛÂþ.100166 Ultrahigh field (UHF) Magnetic Resonance Imaging (MRI) provides much stronger signals than standard MRI, allowing for… Read MoreAugust 20, 2025 51ÎÛÂþ