Xiaofeng Liu

Anatomy; Information Science; Diseases; Analytical, Diagnostic and Therapeutic Techniques and Equipment

Aging; Cancer; Mental Health; Bayesian Statistics; Survival Analysis; Health Informatics

• Mutual Information Regularized Feature-Level Frankenstein for Discriminative Recognition.Liu X, Yang C, You J, Kuo CJ, Kumar BVKV. Mutual Information Regularized Feature-Level Frankenstein for Discriminative Recognition. IEEE Trans Pattern Anal Mach Intell 2022, 44: 5243-5260. PMID: 33945470, DOI: 10.1109/TPAMI.2021.3077397.
• Ordinal Unsupervised Domain Adaptation With Recursively Conditional Gaussian Imposed Variational Disentanglement.Liu X, Li S, Ge Y, Ye P, You J, Lu J. Ordinal Unsupervised Domain Adaptation With Recursively Conditional Gaussian Imposed Variational Disentanglement. IEEE Trans Pattern Anal Mach Intell 2022, PP PMID: 35704544, DOI: 10.1109/TPAMI.2022.3183115.
• Subtype-Aware Dynamic Unsupervised Domain AdaptationLiu X, Xing F, You J, Lu J, Kuo C, Fakhri G, Woo J. Subtype-Aware Dynamic Unsupervised Domain Adaptation. IEEE Transactions On Neural Networks And Learning Systems 2024, 35: 2820-2834. PMID: 35895653, DOI: 10.1109/tnnls.2022.3192315.
• Attentive continuous generative self-training for unsupervised domain adaptive medical image translationLiu X, Prince J, Xing F, Zhuo J, Reese T, Stone M, El Fakhri G, Woo J. Attentive continuous generative self-training for unsupervised domain adaptive medical image translation. Medical Image Analysis 2023, 88: 102851. PMID: 37329854, PMCID: PMC10527936, DOI: 10.1016/j.media.2023.102851.
• Memory consistent unsupervised off-the-shelf model adaptation for source-relaxed medical image segmentationLiu X, Xing F, El Fakhri G, Woo J. Memory consistent unsupervised off-the-shelf model adaptation for source-relaxed medical image segmentation. Medical Image Analysis 2022, 83: 102641. PMID: 36265264, PMCID: PMC10016738, DOI: 10.1016/j.media.2022.102641.
• Assessment of Transcatheter or Surgical Closure of Atrial Septal Defect using Interpretable Deep Keypoint Stadiometry.Wang J, Xie W, Cheng M, Wu Q, Wang F, Li P, Fan B, Zhang X, Wang B, Liu X. Assessment of Transcatheter or Surgical Closure of Atrial Septal Defect using Interpretable Deep Keypoint Stadiometry. Research (Wash D C) 2022, 2022: 9790653. PMID: 36340508, DOI: 10.34133/2022/9790653.
• Global incidence, prevalence, years lived with disability (YLDs), disability-adjusted life-years (DALYs), and healthy life expectancy (HALE) for 371 diseases and injuries in 204 countries and territories and 811 subnational locations, 1990-2021: a systematic analysis for the Global Burden of Disease Study 2021.GBD 2021 Diseases and Injuries Collaborators. Global incidence, prevalence, years lived with disability (YLDs), disability-adjusted life-years (DALYs), and healthy life expectancy (HALE) for 371 diseases and injuries in 204 countries and territories and 811 subnational locations, 1990-2021: a systematic analysis for the Global Burden of Disease Study 2021. Lancet 2024 PMID: 38642570, DOI: 10.1016/S0140-6736(24)00757-8.
• Global burden of 288 causes of death and life expectancy decomposition in 204 countries and territories and 811 subnational locations, 1990-2021: a systematic analysis for the Global Burden of Disease Study 2021GBD 2021 Causes of Death Collaborators. Global burden of 288 causes of death and life expectancy decomposition in 204 countries and territories and 811 subnational locations, 1990-2021: a systematic analysis for the Global Burden of Disease Study 2021. Lancet 2024 PMID: 38648809, DOI: 10.1016/S0140-6736(24)00824-9.
• Global fertility in 204 countries and territories, 1950-2021, with forecasts to 2100: a comprehensive demographic analysis for the Global Burden of Disease Study 2021GBD 2021 Fertility and Forecasting Collaborators. Global fertility in 204 countries and territories, 1950-2021, with forecasts to 2100: a comprehensive demographic analysis for the Global Burden of Disease Study 2021. Lancet 2024 PMID: 38521087, DOI: 10.1016/S0140-6736(24)00550-6.
• Cross noise level PET denoising with continuous adversarial domain generalization.Liu X, Vafay Eslahi S, Marin T, Tiss A, Chemli Y, Huang Y, Johnson K, El Fakhri G, Ouyang J. Cross noise level PET denoising with continuous adversarial domain generalization. Physics In Medicine And Biology 2024 PMID: 38484401, DOI: 10.1088/1361-6560/ad341a.
• Global age-sex-specific mortality, life expectancy, and population estimates in 204 countries and territories and 811 subnational locations, 1950-2021, and the impact of the COVID-19 pandemic: a comprehensive demographic analysis for the Global Burden of Disease Study GBD 2021 Demographics Collaborators. Global age-sex-specific mortality, life expectancy, and population estimates in 204 countries and territories and 811 subnational locations, 1950-2021, and the impact of the COVID-19 pandemic: a comprehensive demographic analysis for the Global Burden of Disease Study 2021. Lancet 2024 PMID: 38484753, DOI: 10.1016/S0140-6736(24)00476-8.
• Learn from orientation prior for radiograph super-resolution: Orientation operator transformer.Huang Y, Miyazaki T, Liu X, Jiang K, Tang Z, Omachi S. Learn from orientation prior for radiograph super-resolution: Orientation operator transformer. Comput Methods Programs Biomed 2024, 245: 108000. PMID: 38237449, DOI: 10.1016/j.cmpb.2023.108000.
• The role of 18F-FDG PET in minimizing variability in gross tumor volume delineation of soft tissue sarcomasNajem E, Marin T, Zhuo Y, Lahoud R, Tian F, Beddok A, Rozenblum L, Xing F, Moteabbed M, Lim R, Liu X, Woo J, Lostetter S, Lamane A, Chen Y, Ma C, El Fakhri G. The role of 18F-FDG PET in minimizing variability in gross tumor volume delineation of soft tissue sarcomas. Radiotherapy And Oncology 2024, 194: 110186. PMID: 38412906, DOI: 10.1016/j.radonc.2024.110186.
• Development and validation of deep-learning network for detecting congenital heart disease from multi-view multi-modal transthoracic echocardiogramsMingmei Cheng, Jing Wang, Xiaofeng Liu, Yanzhong Wang, Qun Wu, Fangyun Wang, Pei Li, Binbin Wang, Xin Zhang, Wanqing xie. Development and validation of deep-learning network for detecting congenital heart disease from multi-view multi-modal transthoracic echocardiograms. Research. 0:DOI:10.34133/research.0319
• A Unified Approach for Synthesizing Multimodal Brain MR Images via Gated Hybrid FusionJ Cho, X Liu, F Xing, J Ouyang, G El Fakhri, J Park, J Woo. A Unified Approach for Synthesizing Multimodal Brain MR Images via Gated Hybrid Fusion. Annual Meeting of International Society for Magnetic Resonance in Medicine (ISMRM) 2024
• Deep learning based lesions detection and severity grading of small bowel Crohn's disease ulcers on double-balloon endoscopy images.Xie W, Hu J, Liang P, Mei Q, Wang A, Liu Q, Liu X, Wu J, Yang X, Zhu N, Bai B, Mei Y, Liang Z, Han W, Cheng M. Deep learning based lesions detection and severity grading of small bowel Crohn's disease ulcers on double-balloon endoscopy images. Gastrointest Endosc 2023 PMID: 38065509, DOI: 10.1016/j.gie.2023.11.059.
• Source-free domain adaptive segmentation with class-balanced complementary self-training.Huang Y, Xie W, Li M, Xiao E, You J, Liu X. Source-free domain adaptive segmentation with class-balanced complementary self-training. Artif Intell Med 2023, 146: 102694. PMID: 38042612, DOI: 10.1016/j.artmed.2023.102694.
• Speech Audio Synthesis from Tagged MRI and Non-negative Matrix Factorization via Plastic TransformerLiu X, Xing F, Stone M, Zhuo J, Fels S, Prince J, El Fakhri G, Woo J. Speech Audio Synthesis from Tagged MRI and Non-negative Matrix Factorization via Plastic Transformer. 2023, 14226: 435-445. DOI: 10.1007/978-3-031-43990-2_41.
• Incremental Learning for Heterogeneous Structure Segmentation in Brain Tumor MRILiu X, Shih H, Xing F, Santarnecchi E, El Fakhri G, Woo J. Incremental Learning for Heterogeneous Structure Segmentation in Brain Tumor MRI. 2023, 14221: 46-56. DOI: 10.1007/978-3-031-43895-0_5.
• Successive Subspace Learning for Cardiac Disease Classification with Two-Phase Deformation Fields from Cine MRILiu X, Xing F, Gaggin H, Kuo C, El Fakhri G, Woo J. Successive Subspace Learning for Cardiac Disease Classification with Two-Phase Deformation Fields from Cine MRI. 2011 IEEE International Symposium On Biomedical Imaging: From Nano To Macro 2023, 00: 1-5. PMID: 38031559, PMCID: PMC10686280, DOI: 10.1109/isbi53787.2023.10230746.
• Noise-Robust Sleep Staging via Adversarial Training With an Auxiliary ModelYoo C, Liu X, Xing F, Fakhri G, Woo J, Kang J. Noise-Robust Sleep Staging via Adversarial Training With an Auxiliary Model. IEEE Transactions On Biomedical Engineering 2023, 70: 1252-1263. PMID: 36227815, DOI: 10.1109/tbme.2022.3214269.
• Synthesizing Audio from Tongue Motion During Speech Using Tagged MRI Via Transformer.Liu X, Xing F, Prince JL, Stone M, Fakhri GE, Woo J. Synthesizing Audio from Tongue Motion During Speech Using Tagged MRI Via Transformer. Proc SPIE Int Soc Opt Eng 2023, 12464 PMID: 38009135, DOI: 10.1117/12.2653345.
• Speech Audio Synthesis from Tagged MRI and Non-Negative Matrix Factorization via Plastic TransformerLiu X, Xing F, Stone M, Zhuo J, Fels S, Prince JL, El Fakhri G, Woo J. Speech audio synthesis from tagged mri and non-negative matrix factorization via plastic transformer. InInternational Conference on Medical Image Computing and Computer-Assisted Intervention 2023 Oct 1 (pp. 435-445). Cham: Springer Nature Switzerland.
• Outlier Robust Disease Classification via Stochastic Confidence NetworkLee K, Lee H, El Fakhri G, Sepulcre J, Liu X, Xing F, Hwang JY, Woo J. Outlier Robust Disease Classification via Stochastic Confidence Network. InInternational Conference on Medical Image Computing and Computer-Assisted Intervention 2023 Oct 8 (pp. 80-90). Cham: Springer Nature Switzerland.
• FDG PET decreases intra-and inter-observer variabilities in GTV delineation of soft tissue sarcomas in radiotherapy planning when used in conjunction with CT and MR.Najem E, Marin T, Lahoud RM, Tian F, Xing F, Moteabbed M, Zhuo Y, Lim R, Liu X, Woo J, Mao C. FDG PET decreases intra-and inter-observer variabilities in GTV delineation of soft tissue sarcomas in radiotherapy planning when used in conjunction with CT and MR. Journal of Nuclear Medicine. June 2023, 64 (supplement 1) P119;
• Granger causality analysis of internal tongue muscles in tongue protrusion from diffusion and tagged MRIPark H, Xing F, Stone M, Liu X, Zhuo J, Fels S, Reese T, Wedeen V, El Fakhri G, Prince JL, Woo J. Granger causality analysis of internal tongue muscles in tongue protrusion from diffusion and tagged MRI. The Journal of the Acoustical Society of America. 2023 Mar 1;153(3_supplement):A369-.
• Vicinal Feature Statistics Augmentation for Federated 3D Medical Volume SegmentationHuang Y, Xie W, Li M, Cheng M, Wu J, Wang W, You J, Liu X. Vicinal Feature Statistics Augmentation for Federated 3D Medical Volume Segmentation. InInternational Conference on Information Processing in Medical Imaging 2023 Jun 8 (pp. 360-371). Cham: Springer Nature Switzerland.
• Bias and Fairness in Chatbots: An OverviewXue J, Wang YC, Wei C, Liu X, Woo J, Kuo CC. Bias and Fairness in Chatbots: An Overview. APSIPA Transactions on Signal and Information Processing. 2023;13(2).
• Global Burden of Cardiovascular Diseases and RisksGBD-NHLBI-JACC Global Burden of Cardiovascular Diseases Writing Group (X Liu et al.,). Global Burden of Cardiovascular Diseases and Risks, 1990-2022. Journal Of The American College Of Cardiology 2023, 82: 2350-2473. PMID: 38092509, DOI: 10.1016/j.jacc.2023.11.007.
• Outlier Robust Disease Classification via Stochastic Confidence NetworkLee K, Lee H, El Fakhri G, Sepulcre J, Liu X, Xing F, Hwang J, Woo J. Outlier Robust Disease Classification via Stochastic Confidence Network. 2023, 14394: 80-90. DOI: 10.1007/978-3-031-47425-5_8.
• Multimodal fusion diagnosis of depression and anxiety based on CNN-LSTM model.Xie W, Wang C, Lin Z, Luo X, Chen W, Xu M, Liang L, Liu X, Wang Y, Luo H, Cheng M. Multimodal fusion diagnosis of depression and anxiety based on CNN-LSTM model. Comput Med Imaging Graph 2022, 102: 102128. PMID: 36272311, DOI: 10.1016/j.compmedimag.2022.102128.
• Posterior estimation using deep learning: a simulation study of compartmental modeling in dynamic positron emission tomographyLiu X, Marin T, Amal T, Woo J, Fakhri G, Ouyang J. Posterior estimation using deep learning: a simulation study of compartmental modeling in dynamic positron emission tomography. Medical Physics 2022, 50: 1539-1548. PMID: 36331429, PMCID: PMC10087283, DOI: 10.1002/mp.16078.
• Tagged-MRI Sequence to Audio Synthesis via Self Residual Attention Guided Heterogeneous TranslatorLiu X, Xing F, Prince J, Zhuo J, Stone M, El Fakhri G, Woo J. Tagged-MRI Sequence to Audio Synthesis via Self Residual Attention Guided Heterogeneous Translator. 2022, 13436: 376-386. PMID: 36820764, PMCID: PMC9942274, DOI: 10.1007/978-3-031-16446-0_36.
• ACT: Semi-supervised Domain-Adaptive Medical Image Segmentation with Asymmetric Co-trainingLiu X, Xing F, Shusharina N, Lim R, Jay Kuo C, El Fakhri G, Woo J. ACT: Semi-supervised Domain-Adaptive Medical Image Segmentation with Asymmetric Co-training. 2022, 13435: 66-76. PMID: 36780245, PMCID: PMC9911133, DOI: 10.1007/978-3-031-16443-9_7.
• Feasibility study of clinical target volume definition for soft-tissue sarcoma using muscle fiber orientations derived from diffusion tensor imagingShusharina N, Liu X, Coll-Font J, Foster A, Fakhri G, Woo J, Bortfeld T, Nguyen C. Feasibility study of clinical target volume definition for soft-tissue sarcoma using muscle fiber orientations derived from diffusion tensor imaging. Physics In Medicine And Biology 2022, 67: 155013. PMID: 35817048, PMCID: PMC9344976, DOI: 10.1088/1361-6560/ac8045.
• Brain MR Atlas Construction Using Symmetric Deep Neural InpaintingXing F, Liu X, Kuo C, Fakhri G, Woo J. Brain MR Atlas Construction Using Symmetric Deep Neural Inpainting. IEEE Journal Of Biomedical And Health Informatics 2022, 26: 3185-3196. PMID: 35139030, PMCID: PMC9250592, DOI: 10.1109/jbhi.2022.3149754.
• Unsupervised Black-Box Model Domain Adaptation for Brain Tumor SegmentationLiu X, Yoo C, Xing F, Kuo C, Fakhri G, Kang J, Woo J. Unsupervised Black-Box Model Domain Adaptation for Brain Tumor Segmentation. Frontiers In Neuroscience 2022, 16: 837646. PMID: 35720708, PMCID: PMC9201342, DOI: 10.3389/fnins.2022.837646.
• Cmri2spec: Cine MRI Sequence to Spectrogram Synthesis via A Pairwise Heterogeneous TranslatorLiu X, Xing F, Stone M, Prince J, Kim J, El Fakhri G, Woo J. Cmri2spec: Cine MRI Sequence to Spectrogram Synthesis via A Pairwise Heterogeneous Translator. 2013 IEEE International Conference On Acoustics, Speech And Signal Processing 2022, 00: 1481-1485. PMID: 36212702, PMCID: PMC9544268, DOI: 10.1109/icassp43922.2022.9746381.
• Variational inference for quantifying inter-observer variability in segmentation of anatomical structuresLiu X, Xing F, Marin T, Fakhri G, Woo J. Variational inference for quantifying inter-observer variability in segmentation of anatomical structures. Proceedings Of SPIE--the International Society For Optical Engineering 2022, 12032: 120321m-120321m-6. PMID: 36303579, PMCID: PMC9603619, DOI: 10.1117/12.2604547.
• Unsupervised domain adaptation for segmentation with black-box source modelLiu X, Yoo C, Xing F, Kuo C, El Fakhri G, Kang J, Woo J. Unsupervised domain adaptation for segmentation with black-box source model. Proceedings Of SPIE--the International Society For Optical Engineering 2022, 12032: 1203210-1203210-6. PMID: 35983176, PMCID: PMC9385170, DOI: 10.1117/12.2607895.
• Structure-aware unsupervised tagged-to-cine MRI synthesis with self disentanglementLiu X, Xing F, Prince J, Stone M, El Fakhri G, Woo J. Structure-aware unsupervised tagged-to-cine MRI synthesis with self disentanglement. Proceedings Of SPIE--the International Society For Optical Engineering 2022, 12032: 120321q-120321q-7. PMID: 36203947, PMCID: PMC9533681, DOI: 10.1117/12.2610655.
• Measuring strain in diffusion-weighted data using tagged magnetic resonance imagingXing F, Liu X, Reese T, Stone M, Wedeen V, Prince J, El Fakhri G, Woo J. Measuring strain in diffusion-weighted data using tagged magnetic resonance imaging. Proceedings Of SPIE--the International Society For Optical Engineering 2022, 12032: 1203205-1203205-7. PMID: 36777787, PMCID: PMC9911263, DOI: 10.1117/12.2610989.
• VoxelHop: Successive Subspace Learning for ALS Disease Classification Using Structural MRILiu X, Xing F, Yang C, Kuo C, Babu S, Fakhri G, Jenkins T, Woo J. VoxelHop: Successive Subspace Learning for ALS Disease Classification Using Structural MRI. IEEE Journal Of Biomedical And Health Informatics 2022, 26: 1128-1139. PMID: 34339378, PMCID: PMC8807766, DOI: 10.1109/jbhi.2021.3097735.
• Self-Semantic Contour Adaptation for Cross Modality Brain Tumor SegmentationLiu X, Xing F, Fakhri G, Woo J. Self-Semantic Contour Adaptation for Cross Modality Brain Tumor Segmentation. 2011 IEEE International Symposium On Biomedical Imaging: From Nano To Macro 2022, 00: 1-5. PMID: 35990931, PMCID: PMC9387767, DOI: 10.1109/isbi52829.2022.9761629.
• Interpreting Depression From Question-Wise Long-Term Video Recording of SDS Evaluation.Xie W, Liang L, Lu Y, Wang C, Shen J, Luo H, Liu X. Interpreting Depression From Question-Wise Long-Term Video Recording of SDS Evaluation. IEEE J Biomed Health Inform 2022, 26: 865-875. PMID: 34170837, DOI: 10.1109/JBHI.2021.3092628.
• Adversarial Non-local Multi-modality MRI Aggregation for Directional DWI SynthesisX Liu, F Xing, VJ Wedeen, G El Fakhri, J Woo. Adversarial Non-local Multi-modality MRI Aggregation for Directional DWI Synthesis. Annual Meeting of International Society for Magnetic Resonance in Medicine (ISMRM) 2022.
• Constraining Pseudo-label in Self-training Unsupervised Domain Adaptation with Energy-based ModelKong L, Hu B, Liu X, Lu J, You J, Liu X. Constraining pseudo‐label in self‐training unsupervised domain adaptation with energy‐based model. International Journal of Intelligent Systems. 2022 Oct;37(10):8092-112.
• Learn Complementary Pseudo-label for Source-free Domain Adaptive Medical SegmentationXie W, Li M, Wu J, Huang Y, Bu Y, You J, Liu X. Learn complementary pseudo-label for source-free domain adaptive medical segmentation. InProc. NeurIPS Workshops 2022.
• Sleep Analysis for Fatigue of Crewmembers with Deep Multi-Task LearningLiu X, Li Y, Wang X, Xie W, Liu X, Xun X. Sleep Analysis for Fatigue of Crewmembers with Deep Multi-Task Learning. In2022 IEEE 4th International Conference on Civil Aviation Safety and Information Technology (ICCASIT) 2022 Oct 12 (pp. 670-674).
• Deep Unsupervised Domain Adaptation: A Review of Recent Advances and PerspectivesLiu X, Yoo C, Xing F, Oh H, Fakhri G, Kang J, Woo J. Deep Unsupervised Domain Adaptation: A Review of Recent Advances and Perspectives. APSIPA Transactions On Signal And Information Processing 2022, 11: e25. DOI: 10.1561/116.00000192.
• Deep learning-based GTV contouring modeling inter- and intra- observer variability in sarcomasMarin T, Zhuo Y, Lahoud R, Tian F, Ma X, Xing F, Moteabbed M, Liu X, Grogg K, Shusharina N, Woo J, Lim R, Ma C, Chen Y, El Fakhri G. Deep learning-based GTV contouring modeling inter- and intra- observer variability in sarcomas. Radiotherapy And Oncology 2021, 167: 269-276. PMID: 34808228, PMCID: PMC8934266, DOI: 10.1016/j.radonc.2021.09.034.
• Deep 3D-CNN for Depression Diagnosis with Facial Video Recording of Self-Rating Depression Scale Questionnaire.Xie W, Liang L, Lu Y, Luo H, Liu X. Deep 3D-CNN for Depression Diagnosis with Facial Video Recording of Self-Rating Depression Scale Questionnaire. Annu Int Conf IEEE Eng Med Biol Soc 2021, 2021: 2007-2010. PMID: 34891681, DOI: 10.1109/EMBC46164.2021.9630412.
• 4D magnetic resonance imaging atlas construction using temporally aligned audio waveforms in speechXing F, Jin R, Gilbert I, Perry J, Sutton B, Liu X, Fakhri G, Shosted R, Woo J. 4D magnetic resonance imaging atlas construction using temporally aligned audio waveforms in speech. The Journal Of The Acoustical Society Of America 2021, 150: 3500-3508. PMID: 34852570, PMCID: PMC8580575, DOI: 10.1121/10.0007064.
• Segmentation of Cardiac Structures via Successive Subspace Learning with Saab Transform from Cine MRILiu X, Xing F, Gaggin H, Wang W, Kuo C, Fakhri G, Woo J. Segmentation of Cardiac Structures via Successive Subspace Learning with Saab Transform from Cine MRI. Annual International Conference Of The IEEE Engineering In Medicine And Biology Society (EMBC) 2021, 00: 3535-3538. PMID: 34892002, DOI: 10.1109/embc46164.2021.9629770.
• Adversarial Unsupervised Domain Adaptation with Conditional and Label Shift: Infer, Align and IterateLiu X, Guo Z, Li S, Xing F, You J, Kuo C, Fakhri G, Woo J. Adversarial Unsupervised Domain Adaptation with Conditional and Label Shift: Infer, Align and Iterate. 2021, 00: 10347-10356. DOI: 10.1109/iccv48922.2021.01020.
• Adapting Off-the-Shelf Source Segmenter for Target Medical Image SegmentationLiu X, Xing F, Yang C, El Fakhri G, Woo J. Adapting Off-the-Shelf Source Segmenter for Target Medical Image Segmentation. 2021, 12902: 549-559. PMID: 34734216, PMCID: PMC8562716, DOI: 10.1007/978-3-030-87196-3_51.
• Generative Self-training for Cross-Domain Unsupervised Tagged-to-Cine MRI SynthesisLiu X, Xing F, Stone M, Zhuo J, Reese T, Prince J, El Fakhri G, Woo J. Generative Self-training for Cross-Domain Unsupervised Tagged-to-Cine MRI Synthesis. 2021, 12903: 138-148. PMID: 34734217, PMCID: PMC8562649, DOI: 10.1007/978-3-030-87199-4_13.
• Domain Generalization under Conditional and Label Shifts via Variational Bayesian InferenceLiu X, Hu B, Jin L, Han X, Xing F, Ouyang J, Lu J, El Fakhri G, Woo J. Domain Generalization under Conditional and Label Shifts via Variational Bayesian Inference. 2021, 881-887. DOI: 10.24963/ijcai.2021/122.
• Automated interpretation of congenital heart disease from multi-view echocardiograms.Wang J, Liu X, Wang F, Zheng L, Gao F, Zhang H, Zhang X, Xie W, Wang B. Automated interpretation of congenital heart disease from multi-view echocardiograms. Med Image Anal 2021, 69: 101942. PMID: 33418465, DOI: 10.1016/j.media.2020.101942.
• Dual-Cycle Constrained Bijective Vae-Gan For Tagged-To-Cine Magnetic Resonance Image SynthesisLiu X, Xing F, Prince J, Carass A, Stone M, Fakhri G, Woo J. Dual-Cycle Constrained Bijective Vae-Gan For Tagged-To-Cine Magnetic Resonance Image Synthesis. 2011 IEEE International Symposium On Biomedical Imaging: From Nano To Macro 2021, 00: 1448-1452. PMID: 34707796, PMCID: PMC8547333, DOI: 10.1109/isbi48211.2021.9433852.
• A Unified Conditional Disentanglement Framework For Multimodal Brain Mr Image TranslationLiu X, Xing F, Fakhri G, Woo J. A Unified Conditional Disentanglement Framework For Multimodal Brain Mr Image Translation. 2011 IEEE International Symposium On Biomedical Imaging: From Nano To Macro 2021, 00: 10-14. PMID: 34567419, PMCID: PMC8460116, DOI: 10.1109/isbi48211.2021.9433897.
• Symmetric-Constrained Irregular Structure Inpainting for Brain MRI Registration with Tumor PathologyLiu X, Xing F, Yang C, Kuo C, El Fakhri G, Woo J. Symmetric-Constrained Irregular Structure Inpainting for Brain MRI Registration with Tumor Pathology. 2021, 12658: 80-91. PMID: 34013242, PMCID: PMC8130838, DOI: 10.1007/978-3-030-72084-1_8.
• Floor-of-the-mouth muscle function analysis using dynamic magnetic resonance imagingXing F, Stone M, Prince J, Liu X, Fakhri G, Woo J. Floor-of-the-mouth muscle function analysis using dynamic magnetic resonance imaging. Proceedings Of SPIE--the International Society For Optical Engineering 2021, 11596: 115961p-115961p-7. PMID: 34012189, PMCID: PMC8130842, DOI: 10.1117/12.2581484.
• Energy-constrained Self-training for Unsupervised Domain AdaptationLiu X, Hu B, Liu X, Lu J, You J, Kong L. Energy-constrained self-training for unsupervised domain adaptation. In 25th International Conference on Pattern Recognition (ICPR). 2021 Jan 10 (pp. 7515-7520).
• Identity-aware Facial Expression Recognition in Compressed VideoLiu X, Jin L, Han X, Lu J, You J, Kong L. Identity-aware facial expression recognition in compressed video. In 25th International Conference on Pattern Recognition (ICPR) 2021 Jan 10 (pp. 7508-7514).
• Temporal Frame Alignment for Speech Atlas Construction Using High Speed Dynamic MRIXing F, Jin R, Liu X, El Fakhri G, Perry J, Sutton B, Woo J. Temporal frame alignment for speech atlas construction using high speed dynamic MRI. InISMRM & SMRT Annual Meeting 2021 May.
• Successive Subspace Learning for ALS Disease Classification Using T2-weighted MRILiu X, Xing F, Yang C, Kuo CC, Babu S, El Fakhri G, Jenkins T, Woo J. Successive Subspace Learning for ALS Disease Classification Using T2-weighted MRI. Annual Meeting of International Society for Magnetic Resonance in Medicine (ISMRM). 2021
• Deep Verifier Networks: Verification of Deep Discriminative Models with Deep Generative ModelsChe T, Liu X, Li S, Ge Y, Zhang R, Xiong C, Bengio Y. Deep verifier networks: Verification of deep discriminative models with deep generative models. In Proceedings of the AAAI Conference on Artificial Intelligence 2021 May 18 (Vol. 35, No. 8, pp. 7002-7010).
• Subtype-aware Unsupervised Domain Adaptation for Medical DiagnosisLiu X, Liu X, Hu B, Ji W, Xing F, Lu J, You J, Kuo CC, El Fakhri G, Woo J. Subtype-aware unsupervised domain adaptation for medical diagnosis. In Proceedings of the AAAI Conference on Artificial Intelligence 2021 May 18 (Vol. 35, No. 3, pp. 2189-2197).
• Embedding Semantic Hierarchy in Discrete Optimal Transport for Risk MinimizationGe Y, Li S, Li X, Fan F, Xie W, You J, Liu X. Embedding semantic hierarchy in discrete optimal transport for risk minimization. InICASSP 2021-2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) 2021 Jun 6 (pp. 2835-2839).
• Rethinking the Invariant Feature Learning: Variational Bayesian Inference for Domain GeneralizationLiu X, Hu B, Jin L, Han X, Lu FX, Woo GE. Rethinking the Invariant Feature Learning: Variational Bayesian Inference for Domain Generalization. In Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence 2021 (pp. 881-882).
• BACO: A Background Knowledge-and Content-Based Framework for Citing Sentence GenerationGe Y, Dinh L, Liu X, Su J, Lu Z, Wang A, Diesner J. BACO: A background knowledge-and content-based framework for citing sentence generation. In Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (Volume 1: Long Papers) 2021 Aug (pp. 1466-1478).
• Mutual Information Regularized Identity-aware Facial Expression Recognition in Compressed VideoLiu X, Jin L, Han X, You J. Mutual information regularized identity-aware facial expression recognition in compressed video. Pattern Recognition. 2021 Nov 1;119:108105.
• Posterior Estimation for Dynamic PET imaging using Conditional Variational InferenceLiu X, Marin T, Amal T, Woo J, Fakhri GE, Ouyang J. Posterior Estimation for Dynamic PET imaging using Conditional Variational Inference. IEEE Nuclear Science Symposium and Medical Imaging Conference (NSS&MIC). 2023 Oct 24.
• Adversarial Unsupervised Domain Adaptation with Conditional and Label Shift: Infer, Align and IterateLiu X, Guo Z, Li S, Xing F, You J, Kuo CC, El Fakhri G, Woo J. Adversarial unsupervised domain adaptation with conditional and label shift: Infer, align and iterate. InProceedings of the IEEE/CVF international conference on computer vision 2021 (pp. 10367-10376).
• Muscle strain analysis from diffusion tractography and dynamic magnetic resonance imaging of the moving tongueXing F, Liu X, Reese T, Stone M, Wedeen V, Prince JL, El Fakhri G, Woo J. Muscle strain analysis from diffusion tractography and dynamic magnetic resonance imaging of the moving tongue. The Journal of the Acoustical Society of America. 2021 Oct;150(4):A190-.
• Inducing Semantic Hierarchy Structure in Empirical Risk Minimization with Optimal Transport MeasuresXie W, Ge Y, Li S, Li M, Li X, Guo Z, You J, Liu X. Inducing semantic hierarchy structure in empirical risk minimization with optimal transport measures. Neurocomputing. 2023 Apr 14;530:1-0.
• Severity-Aware Semantic Segmentation with Reinforced Wasserstein TrainingLiu X, Ji W, You J, Fakhri G, Woo J. Severity-Aware Semantic Segmentation with Reinforced Wasserstein Training. 2020, 00: 12563-12572. DOI: 10.1109/cvpr42600.2020.01258.
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• Image2audio: Facilitating semi-supervised audio emotion recognition with facial expression imageHe G, Liu X, Fan F, You J. Image2audio: Facilitating semi-supervised audio emotion recognition with facial expression image. InProceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops 2020 (pp. 912-913).
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• Importance-Aware Semantic Segmentation in Self-Driving with Discrete Wasserstein TrainingLiu X, Han Y, Bai S, Ge Y, Wang T, Han X, Li S, You J, Lu J. Importance-aware semantic segmentation in self-driving with discrete wasserstein training. InProceedings of the AAAI Conference on Artificial Intelligence 2020 Apr 3 (Vol. 34, No. 07, pp. 11629-11636).
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• AUTO3D: Novel view synthesis through unsupervisely learned variational viewpoint and global 3D representationLiu X, Che T, Lu Y, Yang C, Li S, You J. Auto3d: Novel view synthesis through unsupervisely learned variational viewpoint and global 3d representation. InEuropean Conference on Computer Vision 2020 Aug 23 (pp. 52-71). Cham: Springer International Publishing.
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• Research on Precision Thermal Control Technology Based on Aerial Telefocal Common Aperture Photoelectric PlatformSun L, Cheng Z, Li L, Liu F, Liu X, Hu R. Research on Precision Thermal Control Technology Based on Aerial Telefocal Common Aperture Photoelectric Platform. Optik. Volume 224, December 2020, 165462.
• Global brain and tongue atrophy in ALS via deformation-based voxel analysis from T2-weighted structural MRIXing F, Liu X, Babu S, El Fakhri G, Jenkins T, Woo J. Global brain and tongue atrophy in ALS via deformation-based voxel analysis from T2-weighted structural MRI. 31st International Symposium on ALS/MND. 2020
• Unimodal Regularized Neuron Stick-breaking for Ordinal ClassificationLiu X, Fan F, Kong L, Diao Z, Xie W, Lu J, You J. Unimodal regularized neuron stick-breaking for ordinal classification. Neurocomputing. 2020 May 7;388:34-44.
• Engineering Design of an Active-Passive Combined Thermal Control Technology for an Aerial Optoelectronic Platform.Cheng Z, Sun L, Liu F, Liu X, Li L, Li Q, Hu R. Engineering Design of an Active-Passive Combined Thermal Control Technology for an Aerial Optoelectronic Platform. Sensors (Basel) 2019, 19 PMID: 31795270, DOI: 10.3390/s19235241.
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• Dependency-aware Attention Control for Image Set-based Face RecognitionLiu X, Guo Z, You J, Kumar BV. Dependency-aware attention control for image set-based face recognition. IEEE Transactions on Information Forensics and Security. 2019 Aug 29;15:1501-12.
• Electrically tunable holographic waveguide display based on holographic polymer dispersed liquid crystal gratingDiao Z, Kong L, Yan J, Guo J, Liu X, Xuan L, Yu L. Electrically tunable holographic waveguide display based on holographic polymer dispersed liquid crystal grating. Chinese Optics Letters. 2019 Jan 10;17(1):012301.
• A method based on exact constraint for supporting space-based large mirror with a diameter of 2.8 mWang ZS, Zhang JX, Wang JX, He X, Fu LL, Tian FX, Liu XF, Zhao YC. A method based on exact constraint for supporting space-based large mirror with a diameter of 2.8 m. Optik. 2019 Feb 1;179:499-504.
• A Back Propagation neural network based optimizing model of space-based large mirror structureWang Z, Zhang J, Wang J, He X, Fu L, Tian F, Liu X, Zhao Y. A Back Propagation neural network based optimizing model of space-based large mirror structure. Optik. 2019 Feb 1;179:780-6.
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• Feature-level Frankenstein: Eliminating Variations for Discriminative RecognitionLiu X, Li S, Kong L, Xie W, Jia P, You J, Kumar BV. Feature-level Frankenstein: Eliminating variations for discriminative recognition. In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition 2019 (pp. 637-646).
• Unimodal-uniform Constrained Wasserstein Training for Medical DiagnosisLiu X, Han X, Qiao Y, Ge Y, Li S, Lu J. Unimodal-uniform constrained wasserstein training for medical diagnosis. In Proceedings of the IEEE/CVF International Conference on Computer Vision Workshops 2019 (pp. 0-0).
• Permutation-invariant Feature Restructuring for Correlation-aware Image Set-based RecognitionLiu X, Guo Z, Li S, Kong L, Jia P, You J, Kumar BV. Permutation-invariant feature restructuring for correlation-aware image set-based recognition. InProceedings of the IEEE/CVF International Conference on Computer Vision 2019 (pp. 4986-4996).
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• Panoramic stereo imaging system for efficient mosaicking: parallax analyses and system design.Yan J, Kong L, Diao Z, Liu X, Zhu L, Jia P. Panoramic stereo imaging system for efficient mosaicking: parallax analyses and system design. Appl Opt 2018, 57: 396-403. PMID: 29400787, DOI: 10.1364/AO.57.000396.
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• Contextual-based image inpainting: Infer, match, and translateSong Y, Yang C, Lin Z, Liu X, Huang Q, Li H, Kuo CC. Contextual-based image inpainting: Infer, match, and translate. In Proceedings of the European Conference on Computer Vision (ECCV) 2018 (pp. 3-19).
• Normalized face image generation with perceptron generative adversarial networksLiu X, Kumar BV, Ge Y, Yang C, You J, Jia P. Normalized face image generation with perceptron generative adversarial networks. In IEEE 4th International Conference on Identity, Security, and Behavior Analysis (ISBA) 2018 Jan 11 (pp. 1-8).
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• Data Augmentation via Latent Space Interpolation for Image ClassificationLiu X, Zou Y, Kong L, Diao Z, Yan J, Wang J, Li S, Jia P, You J. Data augmentation via latent space interpolation for image classification. In 24th International Conference on Pattern Recognition (ICPR) 2018 Aug 20 (pp. 728-733).
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• Line-scan system for continuous hand authenticationLiu X, Kong L, Diao Z, Jia P. Line-scan system for continuous hand authentication. Optical Engineering. 2017 Mar 1;56(3):033106-.
• Adaptive Deep Metric Learning for Identity-Aware Facial Expression RecognitionLiu X, Vijaya Kumar BV, You J, Jia P. Adaptive deep metric learning for identity-aware facial expression recognition. In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops 2017 (pp. 20-29).