US UMDComputer Science
Develops machine learning, large-scale optimization and AI methods for biomedical data science and computational health.
2026 An Ensemble Framework for Unbiased Language ModelWatermarking ICLR 2026 Analyzing and Evaluating Unbiased Language Model Watermark ICLR 117 T1141 papersGroup size not listed US StanfordDepartment of Biomedical Data Science Dec 8
James Zou Associate Professor of Biomedical Data Science Develops machine learning methods for biomedicine and studies the reliability of AI models.
2026 A multimodal sleep foundation model for disease prediction. Nature Medicine 2025 4KAgent: Agentic Any Image to 4K Super-Resolution. NeurIPS 74 T1131 papers17 members25 alumniCH EPFLSchool of Computer and Communication Sciences (IC) Dec 1
Leads the Computer Vision Laboratory, working on 3D reconstruction, shape modelling, biomedical image analysis and computer-assisted engineering design.
2026 DiffAtlas: GenAI-Fying Atlas Segmentation via Image-Mask Diffusion MICCAI 2026 End-to-End 4D Heart Mesh Recovery Across Full-Stack and Sparse Cardiac MRI TMLR 72 T1155 papers16 members88 alumniCN ZhejiangSchool of Software Technology Feb 28
Works on computer vision and medical image analysis, including cancer prediction from pathology slides.
2026 Adaptive Location Hierarchy Learning for Long-Tailed Mobility Prediction WWW 2026 Anomaly-Related Residual Fields for Cross-domain Anomaly Detection CVPR 48 T1106 papersGroup size not listed US UCLAComputer Science Dec 15
Develops data mining and machine learning methods for biomedical and scientific data, including knowledge graphs and language models for medicine and chemistry.
2025 Beyond Answers: Transferring Reasoning Capabilities to Smaller LLMs Using Multi-Teacher Knowledge Distillation WSDM 2025 Designing metamaterials with programmable nonlinear responses and geometric constraints in graph space Nature Machine Intelligence 38 T156 papers15 members31 alumniCN PekingNational Institute of Health Data Science Jan 15
Researches computer vision, multimodal and vision-language machine learning, and multimodal medical data analysis.
2026 Confidence-Aware Pseudo-Label Self-Correction for Weakly Supervised Visual Grounding TPAMI 2026 Large-Scale Pre-Trained Models Empowering Phrase Generalization in Temporal Sentence Localization IJCV 26 T139 papersGroup size not listed CH ETH ZurichInformation Technology and Electrical Engineering (D-ITET)
Develops machine learning methods for medical image computing, including segmentation, domain adaptation and uncertainty estimation for MRI analysis.
2026 Trustworthy Endoscopic Super-Resolution MICCAI 2026 AENEAS Project: Live Image-Based Navigation and Roadmap Generation in Endoscopic Neurosurgery Using Machine Vision Operative Neurosurgery 24 T153 papers12 membersHK CUHKDepartment of Mechanical and Automation Engineering Dec 1
Works on micro- and nanorobotics for biomedical applications, including magnetically actuated microrobot swarms.
2026 A Caterpillar-Type Miniature Robot for Adaptive Locomotion and Exploration of Tiny Rigid/Soft Pipes T-RO 2026 AI-driven Actuation-compatible Tracking for Closed-loop Navigating Miniature Robots in vivo Science Robotics 24 T1143 papers29 members153 alumniCN ZhejiangSchool of Artificial Intelligence Feb 28
Works on medical image processing, big-data analysis, recommender systems and data mining.
2026 Language-guided Frequency Modulation for Large Vision-Language Models CVPR 2026 Taming the Phantom: Token-Asymmetric Filtering for Hallucination Mitigation in Large Vision-Language Models AAAI 21 T177 papersGroup size not listed US UCLAElectrical and Computer Engineering Dec 15
Develops deep-learning-enabled computational microscopy and diffractive optical networks for optical computing and mobile health sensing.
2026 Lying mirror using structured surfaces Nature Communications 2026 “Structural Vibration Monitoring with Diffractive Optical Processors ” Science Advances (AAAS) DOI: 10.1126/sciadv.aea1712 19 T1105 papersGroup size not listed US MichiganSchool of Information Dec 15
Qiaozhu Mei Professor, School of Information Studies information retrieval, text mining and social network analysis, with applications to biomedical informatics.
2026 Distributional Alignment for Social Simulation with LLMs: A Mixture Modeling Approach KDD 2026 Pathways of Thoughts: Multi-Directional Thinking for Long-form Personalized Question Answering WWW 16 T130 papersGroup size not listed US MichiganElectrical and Computer Engineering Dec 15
Liyue Shen Assistant Professor, EECS – Electrical and Computer Engineering Studies biomedical AI, including deep learning for medical image reconstruction and analysis and AI for precision health.
2026 Antithetic Noise in Diffusion Models ICLR 2026 Beyond Time Series: Spatial Reasoning for Epidemic Forecasting via Multimodal Learning KDD 15 T125 papersGroup size not listed US MITElectrical Engineering and Computer Science Dec 1
Polina Golland Sunlin (1966) and Priscilla Chou Professor Develops statistical methods for biomedical image analysis, including shape modeling and characterizing biological processes from images.
2026 Equivariant Symmetry-Aware Head Pose Estimation for Fetal MRI ECCV 2025 Calibrating Expressions of Certainty ICLR 15 T131 papers5 members31 alumniCH ETH ZurichComputer Science (D-INFK)
Leads the Biomedical Informatics group, developing machine learning methods for clinical time series, electronic health records and cancer genomics.
2026 A tumor profiling resource for ovarian cancer: insights into chemotherapy-driven heterogeneity and personalized treatment strategy Nature Communications 2026 An end-to-end computational framework for “Record- seq” transcriptional recording data Bioinformatics 14 T155 papers8 members40 alumniUS NYUComputer Science and Engineering (Tandon) Dec 12
Juliana Freire Institute Professor and Professor of Computer Science; Professor of Data Science; Co-Director of the VIDA Center Develops systems for large-scale data discovery, integration, provenance and visualization, including data search and AutoML tools for urban and biomedical…
2026 AutoDDG: Automated Dataset Description Generation using Large Language Models SIGMOD 2026 Interoperability in Healthcare: A Primer and New Frontiers VLDB 14 T130 papersGroup size not listed DE TUMDepartment of Computer Science
Develops AI for biomedical image acquisition, reconstruction and analysis, with privacy-preserving machine learning for healthcare.
2025 Evaluating Normative Representation Learning in Generative AI for Robust Anomaly Detection in Brain Imaging. Nature Communications 2024 DeepMesh: Mesh-based Cardiac Motion Tracking using Deep Learning. TMI 12 T115 papers52 members13 alumniCH EPFLInstitute of Electrical and Micro Engineering (IEM, School of Engineering STI) Dec 1
Leads LTS5, working on medical image analysis, diffusion MRI and deep learning for image processing.
2026 Deep Learning-Based Inpainting for Sparse Arrays in Ultrafast Ultrasound Imaging IEEE Trans. Computational Imaging 2026 Spatially regularized super-resolved constrained spherical deconvolution (SR 2 -CSD) of diffusion MRI data NeuroImage 11 T135 papers9 members52 alumniCH EPFLInstitute of Electrical and Micro Engineering (IEM, School of Engineering STI) Dec 1
Leads the Biomedical Imaging Group, working on computational imaging, inverse problems and learning-based image reconstruction.
2026 A Statistical Benchmark for Diffusion-Posterior-Sampling Algorithms ICLR 2026 Flower: A Flow-Matching Solver for Inverse Problems ICLR 11 T139 papers6 members37 alumniGB UCLDepartment of Computer Science
Researches computer vision for 3D reconstruction in surgical and medical intervention settings.
2026 A multicentre benchmark dataset for comprehensive landmark-based fetal ultrasound biometry Scientific Reports 2026 Diff2DGS: Reliable Reconstruction of Occluded Surgical Scenes via 2D Gaussian Splatting RA-L 10 T141 papersGroup size not listed US UWPaul G. Allen School of Computer Science & Engineering Dec 15
Applies computer vision and machine learning to medical image analysis, including digital pathology.
2026 Bayesian Unsupervised Disentanglement of Anatomy and Geometry for Deep Groupwise Image Registration TPAMI 2026 Imaginative Perception Tokens Enhance Spatial Reasoning in Multimodal Language Models ECCV 9 T116 papersGroup size not listed · 62 alumni