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A list of all the posts and pages found on the site. For you robots out there, there is an XML version available for digesting as well.
Pages
Posts
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portfolio
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publications
Progress of Inertial Microfluidics in Principle and Application
Published in Sensors, 2018
A review of inertial microfluidics covering fundamental principles and diverse applications in particle/cell manipulation.
Recommended citation: Y. Gou, Y. Jia, P. Wang, C. Sun. (2018). "Progress of Inertial Microfluidics in Principle and Application." Sensors, 18(6), 1762.
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Y-90 Bremsstrahlung SPECT Scatter Estimation and Voxel Dosimetry Using a Deep Learning Pipeline
Published in Journal of Nuclear Medicine (SNMMI 2023), 2023
Conference abstract presented at SNMMI 2023 (Oral) on deep learning-based Y-90 SPECT scatter estimation and voxel dosimetry.
Recommended citation: Y. Jia, Z. Li, J. Fessler, Y. Dewaraja. (2023). "Y-90 Bremsstrahlung SPECT Scatter Estimation and Voxel Dosimetry Using a Deep Learning Pipeline." Journal of Nuclear Medicine, 64(supplement 1), P1211.
90Y SPECT Scatter Estimation and Voxel Dosimetry in Radioembolization Using a Unified Deep Learning Framework
Published in EJNMMI Physics, 2023
A unified three-stage deep learning framework for Y90 SPECT: CNN-based scatter estimation, reconstruction with scatter correction, and dose-rate map generation.
Recommended citation: Y. Jia, Z. Li, A. Akhavanallaf, J.A. Fessler, Y.K. Dewaraja. (2023). "90Y SPECT Scatter Estimation and Voxel Dosimetry in Radioembolization Using a Unified Deep Learning Framework." EJNMMI Physics, 10(1), 82.
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Segment Anything Model for SPECT (SAMS): Novel Implementation in SPECT Imaging for Tumor Segmentation
Published in Journal of Nuclear Medicine (SNMMI 2024), 2024
Conference abstract presented at SNMMI 2024 (Oral) on applying the Segment Anything Model to SPECT imaging for tumor segmentation.
Recommended citation: Z. Lu, Z. Li, Y. Jia, G. Chen, M. Roseland, G. Mok, Y. Dewaraja. (2024). "Segment Anything Model for SPECT (SAMS): Novel Implementation in SPECT Imaging for Tumor Segmentation." Journal of Nuclear Medicine, 65(supplement 2), 241583.
Shorter SPECT Scans Using Self-Supervised Coordinate Learning to Synthesize Skipped Projection Views
Published in EJNMMI Physics, 2025
We adapt the neural radiance field (NeRF) concept to SPECT imaging, enabling significant reduction in acquisition time via self-supervised coordinate learning.
Recommended citation: Z. Li*, Y. Jia*, X. Xu, J. Hu, J.A. Fessler, Y.K. Dewaraja. (2025). "Shorter SPECT Scans Using Self-Supervised Coordinate Learning to Synthesize Skipped Projection Views." EJNMMI Physics, 12(1), 47.
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FlowDAS: A Stochastic Interpolant-Based Framework for Data Assimilation
Published in Neural Information Processing Systems (NeurIPS), 2025
We introduce FlowDAS, a flow-based framework using stochastic interpolants to unify the learning of state transition dynamics and generative priors for data assimilation.
Recommended citation: S. Chen*, Y. Jia*, Q. Qu, H. Sun, J.A. Fessler. (2025). "FlowDAS: A Stochastic Interpolant-Based Framework for Data Assimilation." NeurIPS, 2025.
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MCLR: Improving Conditional Modeling in Visual Generative Models via Inter-Class Likelihood-Ratio Maximization and Establishing the Equivalence between Classifier-Free Guidance and Alignment Objectives
Published in arXiv preprint, 2026
We propose MCLR, a principled alignment objective that maximizes inter-class likelihood-ratios during training, achieving CFG-like improvements without inference-time guidance.
Recommended citation: X. Li, Y. Jia, X. Li, J.A. Fessler, R. Wang, Q. Qu. (2026). "MCLR: Improving Conditional Modeling in Visual Generative Models via Inter-Class Likelihood-Ratio Maximization and Establishing the Equivalence between Classifier-Free Guidance and Alignment Objectives." arXiv preprint arXiv:2603.22364.
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talks
Shorter SPECT Scans Using Self-Supervised Coordinate Learning to Synthesize Skipped Projection Views
Published:
Shorter SPECT Scans Using Self-Supervised Coordinate Learning to Synthesize Skipped Projection Views
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teaching
Principles of Machine Learning
Graduate course, University of Michigan, 2022
Graduate Student Instructor, Sep 2022 – Dec 2022.
Optimization Methods in Signal & Image Processing and Machine Learning
Graduate course, University of Michigan, 2023
Graduate Student Instructor, Jan 2023 – Apr 2023.
Biomedical AI
Graduate course, University of Michigan, 2023
Graduate Student Instructor, Sep 2023 – Dec 2023.
AI Magic Summer School
Summer program, University of Michigan, 2024
Graduate Student Instructor, Jul 2024 – Aug 2024.
Matrix Methods for Signal & Image Processing and Machine Learning
Graduate course, University of Michigan, 2024
Graduate Student Instructor, Sep 2024 – Dec 2024.
Optimization Methods in Signal & Image Processing and Machine Learning
Graduate course, University of Michigan, 2025
Graduate Student Instructor, Jan 2025 – May 2025.
