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Attentive Continuous Generative Self-training for Unsupervised Domain Adaptive Medical Image Translation


May 23, 2023
Xiaofeng Liu, Jerry L. Prince, Fangxu Xing, Jiachen Zhuo, Reese Timothy, Maureen Stone, Georges El Fakhri, Jonghye Woo

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* Accepted to Medical Image Analysis 

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NFI$_2$: Learning Noise-Free Illuminance-Interpolator for Unsupervised Low-Light Image Enhancement


May 17, 2023
Xiaofeng Liu, Jiaxin Gao, Ziyu Yue, Xin Fan, Risheng Liu

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* Low-light, iuminance learning, noise removal, low-level vision 

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Posterior Estimation Using Deep Learning: A Simulation Study of Compartmental Modeling in Dynamic PET


Mar 17, 2023
Xiaofeng Liu, Thibault Marin, Tiss Amal, Jonghye Woo, Georges El Fakhri, Jinsong Ouyang

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* Published in Medical Physics 

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Synthesizing audio from tongue motion during speech using tagged MRI via transformer


Feb 14, 2023
Xiaofeng Liu, Fangxu Xing, Jerry L. Prince, Maureen Stone, Georges El Fakhri, Jonghye Woo

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* SPIE Medical Imaging: Deep Dive Oral 

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Successive Subspace Learning for Cardiac Disease Classification with Two-phase Deformation Fields from Cine MRI


Jan 21, 2023
Xiaofeng Liu, Fangxu Xing, Hanna K. Gaggin, C. -C. Jay Kuo, Georges El Fakhri, Jonghye Woo

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* ISBI 2023 

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Differentiable modeling to unify machine learning and physical models and advance Geosciences


Jan 10, 2023
Chaopeng Shen, Alison P. Appling, Pierre Gentine, Toshiyuki Bandai, Hoshin Gupta, Alexandre Tartakovsky, Marco Baity-Jesi, Fabrizio Fenicia, Daniel Kifer, Li Li, Xiaofeng Liu, Wei Ren, Yi Zheng, Ciaran J. Harman, Martyn Clark, Matthew Farthing, Dapeng Feng, Praveen Kumar, Doaa Aboelyazeed, Farshid Rahmani, Hylke E. Beck, Tadd Bindas, Dipankar Dwivedi, Kuai Fang, Marvin Höge, Chris Rackauckas, Tirthankar Roy, Chonggang Xu, Kathryn Lawson

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Infrared Image Super-Resolution: Systematic Review, and Future Trends


Dec 22, 2022
Yongsong Huang, Tomo Miyazaki, Xiaofeng Liu, Shinichiro Omachi

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* Submitted to IEEE TIP 

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Memory Consistent Unsupervised Off-the-Shelf Model Adaptation for Source-Relaxed Medical Image Segmentation


Sep 16, 2022
Xiaofeng Liu, Fangxu Xing, Georges El Fakhri, Jonghye Woo

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* Published in Medical Image Analysis (extension of MICCAI paper) 

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Tensor Decomposition based Personalized Federated Learning


Aug 27, 2022
Qing Wang, Jing Jin, Xiaofeng Liu, Huixuan Zong, Yunfeng Shao, Yinchuan Li

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Constraining Pseudo-label in Self-training Unsupervised Domain Adaptation with Energy-based Model


Aug 26, 2022
Lingsheng Kong, Bo Hu, Xiongchang Liu, Jun Lu, Jane You, Xiaofeng Liu

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* International Journal of Intelligent Systems. arXiv admin note: substantial text overlap with arXiv:2101.00316 

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