Stanford University · School of Medicine · Department of Psychiatry & Behavioral Sciences staiadmin@stanford.edu

Publications

Stanford Translational AI Lab (STAI)

*Co-Lead Authors, †Corresponding Author(s)

Research area

2026

Mental Health in Your Words: Data-Efficient Anxiety and Depression Screening with Large Language Models
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Nature Mental Health, 2026 In Press
A framework of digital biomarkers for neurodegenerative diseases
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Nature Reviews Bioengineering, 2026 Paper PDF
Think Before Watching: Planning to Select Frames for Video Understanding
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IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), 2027 In Press
ReGenHuman: Re-Generating Human Appearances for Realistic Full-Body Video Anonymization
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Neural Information Processing Systems (NeurIPS), 2026 Paper Project
A Hierarchical Tokenization Framework for Voxel-Level fMRI Representation Learning
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Neural Information Processing Systems (NeurIPS), 2026 In Press
Align-RAG: Alignment Is All You Need for TSFM In-Context Learning
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Neural Information Processing Systems (NeurIPS), 2026 Paper GitHub
EgoMo3R: Joint Egocentric Motion and Scene Reconstruction
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Neural Information Processing Systems (NeurIPS), 2026 In Press
Effective Multi-sensor Conditioning for Street-view Novel-view Synthesis
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Neural Information Processing Systems (NeurIPS), 2026 Paper Project
OpenMHC: Accelerating the Science of Wearable Foundation Models
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Neural Information Processing Systems (NeurIPS) Evaluations and Datasets Track, 2026 Paper Project GitHub
Recreating Video Arenas via Automated Preference Scoring
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Neural Information Processing Systems (NeurIPS) Evaluations and Datasets Track, 2026 In Press
DopplerWild: A Doppler Dataset and Benchmark for Human Kinematic Understanding in the Wild
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Neural Information Processing Systems (NeurIPS) Evaluations and Datasets Track, 2026 In Press
HumanScore: Benchmarking Human Motions in Generated Videos
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Neural Information Processing Systems (NeurIPS) Evaluations and Datasets Track, 2026 Paper Project
TherapyGym: Evaluating and Aligning Clinical Fidelity and Safety in Therapy Chatbots
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Neural Information Processing Systems (NeurIPS) Evaluations and Datasets Track, 2026 Paper Project
Deterministic Hallucination Detection in Medical VQA via Confidence-Evidence Bayesian Gain
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Medical Image Computing and Computer Assisted Intervention (MICCAI), 2026 PDF
SARAR: Shortcut-Aware 3D Brain MRI Question Answering via Retrieval-Augmented Reranking (Oral Presentation)
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Machine Learning in Clinical Neuroimaging (MLCN), MICCAI, 2026 PDF
A vision foundation model for single-cell biology via spatial gene cartography
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The Fifth Workshop on Applications of Medical AI (AMAI), MICCAI, 2026 PDF
Human-like Content Analysis for Generative AI with Language-Grounded Sparse Encoders
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npj Artificial Intelligence, 2026 PDFGithub
Ethics, Safety, and Governance for AI in Mental Health Care J. Kim, N. Martinez-Martin, Ehsan Adeli, J. Eichstaedt, S. Giorgi, E. Kuhn, C. Larrauri, E. Stade, S. Stirman
Neuropsychopharmacology, 2026 In Press
The Cost of Language: Centroid Erasure Exposes and Exploits Modal Competition in Multimodal Language Models
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Conference on Language Modeling (COLM), 2026 PDF
Deciphering Longitudinal Anatomical Representations in Brain MRI
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2026 Joint AAPM, COMP Annual Meeting & Exhibition, Vancouver, BC, Canada, 2026 Abstract
Curriculum-Guided Layer Scaling for Language Model Pretraining
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International Conference on Machine Learning (ICML), 2026 Paper
Latent Forcing: Reordering the Diffusion Trajectory for Pixel-Space Image Generation
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International Conference on Machine Learning (ICML), 2026 Paper
Diffusion MRI Transformer with a Diffusion Space Rotary Positional Embedding (D-RoPE)
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Computer Vision and Pattern Recognition (CVPR), 2026 Paper
QUANTIPHY: A Quantitative Benchmark Evaluating Physical Reasoning Abilities of Vision-Language Models
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Computer Vision and Pattern Recognition (CVPR), 2026 Project Paper
ViBES: A Conversational Agent with Behaviorally-Intelligent 3D Virtual Body
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Computer Vision and Pattern Recognition (CVPR), 2026 Project Data Paper
AnyLift: Scaling Motion Reconstruction from Internet Videos via 2D Diffusion
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Computer Vision and Pattern Recognition (CVPR), 2026 In Press
ESAM++: Efficient Online 3D Perception on the Edge
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Computer Vision and Pattern Recognition (CVPR), 2026 Github In Press
Spherical Leech Quantization for Visual Tokenization and Generation
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Computer Vision and Pattern Recognition (CVPR), 2026 Paper
GeoSAE: Geometric Prior-Guided Layer-Wise Sparse Autoencoder Annotation of Brain MRI Foundation Models
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CVPR Workshop on Computer Vision for Clinical Applications (CV4Clinical), 2026 In Press
Divergent Pathways Taken in Adolescence to Embrace or Resist Moderate and Heavy Drinking in Young Adulthood
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Biological Psychiatry: Cognitive Neuroscience and Neuroimaging, 2026 Paper
A Tool Bottleneck Framework for Clinically-Informed and Interpretable Medical Image Understanding
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Medical Imaging with Deep Learning (MIDL), 2026 Paper
GenFusion: Feed-forward Human Performance Capture via Progressive Canonical Space Updates
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International Conference on Learning Representations (ICLR), 2026 PaperCode Image Result Video Result Webpage
Neuro-Symbolic Decoding of Neural Activity
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International Conference on Learning Representations (ICLR), 2026 Paper
SocialGen: Modeling Multi-Human Social Interaction with Language Models
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International Conference on 3D Vision (3DV), 2026 Paper
Designing AI-enabled video monitoring Clinician Dashboard for Neuropsychiatric Symptoms: A Survey of User Needs
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American Journal of Geriatric Psychiatry: Open Science, Education, and Practice, 2026 Paper

2025

Discovering Latent Graphs with GFlowNets for Diverse Conditional Image Generation
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Neural Information Processing Systems (NeurIPS), 2025 Paper
VideoWeave: A Data-Centric Approach for Efficient Video Understanding
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International Workshop on Large Scale Holistic Video Understanding: Toward Video Foundation Models, Neural Information Processing Systems (NeurIPS) 2025 Paper
Wild2Avatar: Rendering Humans Behind Occlusions
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IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2025 Paper Website Code
Ask WhAI: Probing Belief Formation in Role-Primed LLM Agents for Multi-Specialty Diagnosis
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The Chen Institute Symposium for AI Accelerated Science (AIAS), 2025 Paper
Person-centered noninvasive brain stimulation for aging-related neurological and mental disorders: A multi-dimensional framework for designing protocols
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Neuroscience and Biobehavioral Reviews, 2025 In Press
EchoGraph System for Automated Quality Assessment of Echocardiography Reports
, C.-J., , J.-B., , M., , I., , J. M., , F., , A. K., , M. T., , Y.-C., , R., , G. C., , J. K., , B. J., , L., , , C.
npj Digital Medicine, 2025 Paper
UniEgoMotion: A Unified Model for Egocentric Motion Reconstruction, Forecasting, and Generation
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International Conference on Computer Vision (ICCV) 2025 Paper Website Code & Data
Repurposing 2D Diffusion Models with Gaussian Atlas for 3D Generation
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International Conference on Computer Vision (ICCV) 2025 Paper
Latest Object Memory Management for Temporally Consistent Video Instance Segmentation
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International Conference on Computer Vision (ICCV) 2025 Paper
Artist-Created Mesh Generation from Raw Observation
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International Conference on Computer Vision (ICCV) E2E3D Workshop 2025 Paper
A Multi-Dimensional Transfer Learning Framework for Studying Reward-Guided Behaviors Across Species
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Nature Mental Health, 2025 Paper
Regularized CCA Identifies Sex-Specific Brain-Behavior Associations in Adolescent Psychopathology
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Translational Psychiatry, 2025 Paper Code
Personalized cognitive enhancement for older adults: An aging-friendly closed-loop human-machine interface framework
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Ageing Research Reviews, 2025 Paper
Generating Novel Brain Morphology by Deforming Learned Templates
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Medical Image Computing and Computer Assisted Intervention (MICCAI), 2025 Paper
Early Acceptance
Anatomical Similarity as a New Metric to Evaluate Brain Generative Models
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Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025 Paper
Neural Autoregressive Modeling of Brain Aging
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Deep Generative Models Workshop at MICCAI 2025 Paper
Cycle Diffusion Model for Counterfactual Image Generation
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PRIME Workshop MICCAI 2025 Paper
Foundation versus Domain-Specific Models for Left Ventricular Segmentation on Cardiac Ultrasound
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npj Digital Medicine Paper
Confounder-Free Continual Learning via Recursive Feature Normalization
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International Conference on Machine Learning (ICML) 2025 Paper
Statistical Variability in Comparing Accuracy of Neuroimaging Based Classification Models via Cross Validation
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Scientific Reports, 2025 Paper
The Language of Motion: Unifying Verbal and Non-verbal Language of 3D Human Motion
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Computer Vision and Pattern Recognition (CVPR) 2025 Paper Webpage Slide
Latent Drifting in Diffusion Models for Counterfactual Medical Image Synthesis
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Computer Vision and Pattern Recognition (CVPR) 2025 Paper
Re-thinking Temporal Search for Long-Form Video Understanding
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Computer Vision and Pattern Recognition (CVPR) 2025 Website Code Data Demo
AdaVid: Adaptive Video‑Language Pretraining
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Computer Vision and Pattern Recognition Workshops (CVPRW) 2025 Website Paper
Best paper award at the EDGE Workshop
Efficient One-shot Federated Learning on Medical Data using Knowledge Distillation with Image Synthesis and Client Model Adaptation
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Medical Image Analysis 2025 Paper
Artificial Intelligence in Obsessive-Compulsive Disorder: A Systematic Review
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Current Treatment Options in Psychiatry Paper
Establishing Clinically Operational Domains of Multidimensional Frailty: A Consensus Approach to Improve Multidimensional Frailty Diagnosis at Point of Care
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The Gerontologist Paper
Non-Parametric Prediction of Brain MRI Microstructure using Transfer Learning
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Imaging Neuroscience In Press
Communication Efficient Federated Learning for Multi-Organ Segmentation via Knowledge Distillation with Image Synthesis
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IEEE Transactions on Medical Imaging Paper
Developing ICU Clinical Behavioral Atlas Using Ambient Intelligence and Computer Vision
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New England Journal of Medicine (NEJM) AI Paper
Neu-HMR: Neural Rendering-Guided Human Motion Reconstruction
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3D Vision (3DV) 2025 Paper
DTI Processing Pipeline: A lightweight, end-to-end workflow for diffusion MRI preprocessing and quality control
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Stanford Translational AI Lab, Stanford University, Zenodo, 2025 DOI Github Website
fMRI Processing Pipeline: A lightweight, end-to-end framework for BIDS-compatible fMRI preprocessing and quality control
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Stanford Translational AI Lab, Stanford University, Zenodo, 2025 DOI Github Website
sMRI Processing Pipeline: A lightweight, end-to-end framework for BIDS-compatible structural MRI preprocessing and quality control
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Stanford Translational AI Lab, Stanford University, Zenodo, 2025 DOI Github Website

2024

Data-Driven Discovery of Movement-Linked Heterogeneity in Neurodegenerative Diseases
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Nature Machine Intelligence 2024 PDF Code
Few-Shot Classification of Interactive Activities of Daily Living (InteractADL)
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British Machine Vision Conference (BMVC 2024) Paper
OccFusion: Rendering Occluded Humans with Generative Diffusion Priors
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Neural Information Processing Systems (NeurIPS) 2024 Paper
Vision-based Estimation of Fatigue and Engagement in Cognitive Training Sessions
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Artificial Intelligence in Medicine, Elsevier 2024 Paper Code
Enforcing Conditional Independence for Fair Representation Learning and Causal Image Generation,
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Computer Vision and Pattern Recognition Workshops (CVPR) 2024 PDF Code
GAMMA-PD: Graph-based Analysis of Multi-Modal Motor Impairment Assessments in Parkinson’s Disease
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MICCAI GRaphs in biomedical Image analysis PDF
SOE: SO(3)-Equivariant 3D MRI Encoding
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MICCAI Machine Learning in Clinical Neuroimaging PDF
Profiles of brain topology for dual-functional stability in old age
Zhou S., , M., , ,
GeroScience 2024 Paper
A health-equity framework for tailoring digital non-pharmacological interventions in aging
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Nature Mental Health Paper
The Transition from Homogeneous to Heterogeneous Machine Learning in Neuropsychiatric Research
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Biological Psychiatry: Global Open Science paper
Metadata-conditioned generative models to synthesize anatomically-plausible 3D brain MRIs
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Medical Image Analysis Paper
Evaluating Large Language Models in Echocardiography Reporting: Opportunities and Challenges
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European Heart Journal: Digital Health Paper Published Version
Neurocognitive Latent Space Regularization for Multi-Label Diagnosis from MRI
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MICCAI PRedictive Intelligence in Medicine PDF
SpaRG - Sparsely Reconstructed Graphs for Generalizable fMRI Analysis
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MICCAI Machine Learning in Clinical Neuroimaging PDF
Brain-Cognition Fingerprinting via Graph-GCCA with Contrastive Learning
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MICCAI Machine Learning in Clinical Neuroimaging PDF
Medical Image Segmentation Review: The success of U-Net
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IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI) Paper Code
SOM2LM: Self-Organized Multi-Modal Longitudinal Maps
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Medical Image Computing and Computer Assisted Intervention (MICCAI) 2024 Code Paper
H-ViT: A Hierarchical Vision Transformer for Deformable Image Registration,
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Computer Vision and Pattern Recognition (CVPR) 2024 PDF Code
Towards Robust 3D Pose Transfer with Adversarial Learning,
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Computer Vision and Pattern Recognition (CVPR) 2024 PDF
Federated learning with knowledge distillation for multi-organ segmentation with partially labeled datasets,
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Medical Image Analysis, vol. 95, July 2024, 103156 Paper
FedNN: Federated learning on concept drift data using weight and adaptive group normalizations,
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Pattern Recognition, vol. 149, May 2024, 110230 Paper
Few Shot Part Segmentation Reveals Compositional Logic for Industrial Anomaly Detection,
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Artificial Intelligence (AAAI) 2024, AAAI Press PDF

2023

An Explainable Geometric-Weighted Graph Attention Network for Identifying Functional Networks Associated with Gait Impairment,
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Medical Image Computing and Computer Assisted Intervention (MICCAI 2023), Lecture Notes in Computer Science, PDFCode
Generating Realistic Brain MRIs via a Conditional Diffusion Probabilistic Model,
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Medical Image Computing and Computer Assisted Intervention (MICCAI 2023), Lecture Notes in Computer Science, PDFGitHubMONAI
LSOR: Longitudinally-Consistent Self-Organized Representation Learning,
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Medical Image Computing and Computer Assisted Intervention (MICCAI 2023), Lecture Notes in Computer Science, PDFCode
One-shot Federated Learning on Medical Data using Knowledge Distillation with Image Synthesis and Client Model Adaptation,
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Medical Image Computing and Computer Assisted Intervention (MICCAI 2023), Lecture Notes in Computer Science, PDF
Rendering Humans from Object-Occluded Monocular Videos,
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International Conference on Computer Vision (ICCV 2023), IEEE Project
Transformers Pay Attention to Convolutions: Leveraging Emerging Properties of ViTs by Dual Attention-Image Network,
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International Conference on Computer Vision Workshops (ICCVW 2023), IEEE PDF
CCA identifies a neurophysiological marker of adaptation capacity that is reliably linked to internal locus of control of cognition in amnestic MCI,
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GeroScience. PDF

2022

GaitForeMer: Self-Supervised Pre-Training of Transformers via Human Motion Forecasting for Few-Shot Gait Impairment Severity Estimation
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25th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI 2022), Resort World Convention Centre, Singapore, September 18-22, 2022. PDF CodeVideo
A Penalty Approach for Normalizing Feature Distributions to Build Confounder-Free Models
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25th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI 2022), Resort World Convention Centre, Singapore, September 18-22, 2022. PDF CodeVideo
Joint Graph Convolution for Analyzing Brain Structural and Functional Connectome
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25th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI 2022), Resort World Convention Centre, Singapore, September 18-22, 2022. Code
MOMA-LRG: Language-Refined Graphs for Multi-Object Multi-Actor Activity Parsing
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Neural Information Processing Systems (NeurIPS) Datasets and Benchmarks Track, 2022 PDF Project Toolkit Code Documentation
PrivHAR: Recognizing Human Actions From Privacy-preserving Lens
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European Conference on Computer Vision (ECCV 2022), Tel Aviv, Isreal, October 23-27, 2022 PDF
Rethinking Architecture Design for Tackling Data Heterogeneity in Federated Learning
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IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2022), New Orleans, LA, June 19-24 PDF
Identifying Auxiliary or Adversarial Tasks Using Necessary Condition Analysis for Adversarial Multi-Task Video Understanding
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European Conference on Computer Vision Workshops (ECCVW 2022), Tel Aviv, Isreal, October 22, 2022
Multiple Instance Neuroimage Transformers
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PRedictive Intelligence in MEdicine (PRIME 2022), Singapore, Singapore, September 24, 2022 PDF Code
Bridging the Gap between Deep Learning and Hypothesis-Driven Analysis via Permutation Testing
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PRedictive Intelligence in MEdicine (PRIME 2022), Singapore, Singapore, September 24, 2022 PDF Code
Intervertebral Disc Labeling With Learning Shape Information, A Look Once Approach
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PRedictive Intelligence in MEdicine (PRIME 2022), Singapore, Singapore, September 24, 2022 PDF Code
TransDeepLab: Convolution-Free Transformer-based DeepLab v3+ for Medical Image Segmentation
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PRedictive Intelligence in MEdicine (PRIME 2022), Singapore, Singapore, September 24, 2022 PDF Code
Combining Counterfactuals With Shapley Values To Explain Image Models
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International Conference on Machine Learning (ICML) Workshop on Responsible Decision Making in Dynamic Environments, New York, NY, July 23, 2022 PDF Video
Detecting negative valence symptoms in adolescents based on longitudinal self-reports and behavioral assessments
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Journal of Affective Disorders 2022 Sep 1;312:30-38. doi: 10.1016/j.jad.2022.06.002. Epub 2022 Jun 8. Paper
A Novel Explainability Approach for Technology-Driven Translational Research on Brain Aging
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Journal of Alzheimer's Disease, vol. 88, no. 4, pp. 1229-1239, 2022 Paper
Self-supervised Learning of Neighborhood Embedding for Longitudinal MRI
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Medical Image Analysis, In Press. Paper
WTM: Weighted Temporal Attention Module for Group Activity Recognition
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International Joint Conference on Neural Networks (IJCNN) at the IEEE World Congress on Computational Intelligence, Pasua, Italy, July 18-23, 2022
Disentangling Normal Aging from Severity of Disease via Weak Supervision on Longitudinal MRI
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IEE Transactions on Medical Imaging [PDF]
Generative Adversarial U-Net for Domain-free Few-shot Medical Diagnosis
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Pattern Recognition Letters Paper PDF
Semantic instance segmentation with discriminative deep supervision for medical images
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Medical Image Analysis, Volume 82, 102626. Paper
Multiview Feature Learning with Multiatlas-based Functional Connectivity Networks for MCI Diagnosis
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IEEE Transactions on Cybernetics, Vol 52, no. 7, pp. 6822-6833, July 2022. Paper
Multi-Domain Learning Identifies Compounding Effects of HIV and Cognitive Impairment
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Medical Image Analysis [PDF]

2021

Quantifying Parkinson’s Disease Motor Severity Under Uncertainty Using MDS-UPDRS Videos
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Medical Image Analysis, Volume 73, October 2021, 102179. PDF Code
MOMA: Multi-Object Multi-Actor Activity Parsing
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Neural Information Processing Systems (NeurIPS 2021), Montreal, Canada, Dec 6-14, 2021 Project PDF
On the Opportunities and Risks of Foundation Models
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Report -- Center for Research on Foundation Models (CRFM), Stanford University, August 2021 PDF Center Workshop
TRiPOD: Human Trajectory and Pose Dynamics Forecasting in the Wild
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IEEE/CVF International Conference on Computer Vision (ICCV 2021), Montreal, Canada, Oct 11-17, 2021. PDF Project Benchmark ICCV2021 Workshop
Metadata Normalization
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IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2021), Nashville, TN, Jun 19–25, 2021 PDF Code Project
Home Action Genome: Cooperative Compositional Action Understanding
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IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2021), Nashville, TN, Jun 19–25, 2021
Also presented at MIRU2021 PDF Dataset
Scalable Differential Privacy with Sparse Network Fine-tuning
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IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2021), Nashville, TN, Jun 19–25, 2021 PDF
3D CNNs with Adaptive Temporal Feature Resolutions
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IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2021), Nashville, TN, Jun 19–25, 2021 PDF Code Project
Longitudinal Correlation Analysis for Decoding Multi-Modal Brain Development
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Medical Image Computing and Computer Assisted Interventions (MICCAI 2021), Strasbourg, France, September 27-October 1, 2021 PDF
Self-Supervised Longitudinal Neighbourhood Embedding
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Medical Image Computing and Computer Assisted Interventions (MICCAI 2021), Strasbourg, France, September 27-October 1, 2021 PDF
Is Frailty Associated with Adverse Outcomes After Orthopaedic Surgery? A Systematic Review and Assessment of Definitions
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The Journal of Bone and Joint Surgery (JBJS) Reviews, 2021 PubMed
TransUNet: Transformers make strong encoders for medical image segmentation
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Interpretable Machine Learning in Healthcare (IMLH), as part of the ICML2021, Virtual, July 23, 2021 PDF Code
CoCon: Cooperative-Contrastive Learning
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IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshop (CVPRW 2021), Holistic Video Understanding (HVU), Nashville, TN, Jun 19–25, 2021 PDF Code
Automatic Estimation of MDS-UPDRS Gait Scores from Videos with Multi-Rater Disagreements
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Movement Disorder Society (MDS) Congress, September 17-22, 2021 Web
Longitudinal Self-Supervised Learning
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Medical Image Analysis Volume 71, July 2021, 102051 Paper [PDF]
Representation Learning with Statistical Independence to Mitigate Bias
Ehsan Adeli*, , , , , , ,
IEEE Winter Conference of Applications on Computer Vision (WACV 2021), Waikoloa, Hawaii, Jan 5-9, 2021 PDF Code
Going Beyond Saliency Maps: Training Deep Models to Interpret Deep Models
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Information Processing in Medical Imaging (IPMI) 2021, Bornholm, Denmark PDF Code
Representation Disentanglement for Multi-modal MR Analysis
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Information Processing in Medical Imaging (IPMI) 2021, Bornholm, Denmark PDF Code
MetricUNet: Synergistic image- and voxel-level learning for precise prostate segmentation via online sampling
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Medical Image Analysis, Volume 71, July 2021, 102039. Paper
Computer vision-based intelligent anomaly detection using synthetic and simulated data-system and method
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U.S. Patent No. 11,019,087. Washington, DC: U.S. Patent and Trademark Office. URL
Spatiotemporal relationship reasoning for pedestrian intent prediction
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U.S. Patent No. 16,596,662. Washington, DC: U.S. Patent and Trademark Office. URL
Disentangling human dynamics for pedestrian locomotion forecasting with noisy supervision
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U.S. Patent No. 16,590,275. Washington, DC: U.S. Patent and Trademark Office. URL

2020

Logistic Regression Confined by Cardinality-Constrained Sample and Feature Selection
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IEEE Transactions on Pattern Analysis And Machine Intelligence (PAMI) PDF Code
Training Confounder-Free Deep Learning Models for Medical Applications
, Ehsan Adeli*, ,
Nature Communications Paper Supplement Published Version Code
Longitudinal Pooling & Consistency Regularization to Model Disease Progression from MRIs
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IEEE Journal of Biomedical Health and Informatics Code
Ethical Issues in the Use of Ambient Intelligence in Healthcare Settings
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The Lancet Digital Health
Association of Heavy Drinking With Deviant Fiber Tract Development in Frontal Brain Systems in Young Adolescents
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The Journal of the American Medical Association (JAMA) Psychiatry,
Vision-based Estimation of MDS-UPDRS Gait Scores for Assessing Parkinson’s Disease Motor Severity
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23rd International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), Lima, Peru, October 4-8, 2020. PDF CodeVideo
Spatio-Temporal Graph Convolution for Functional MRI Analysis
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23rd International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), Lima, Peru, October 4-8, 2020. PDF Code
It Is Not the Journey but the Destination: Endpoint Conditioned Trajectory Prediction
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European Conference on Computer Vision, 2020. PDF Code Short Video Long Video Project Page
Procedure Planning in Instructional Videos
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European Conference on Computer Vision, 2020. PDF
Deep Learning Identifies Morphological Determinants of Sex Differences in the Pre-Adolescent Brain
Ehsan Adeli*, , , , , ,
NeuroImage, 2020. PDF [Code: Deep Learning, Statistical Tests
Spatio-Temporal Graph for Video Captioning with Knowledge Distillation
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IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Seattle, Washington, USA. June 2020. PDF Video
Spatiotemporal Relationship Reasoning for Pedestrian Intent Prediction
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IEEE Robotics and Automation Letters & IEEE International Conference on Robotics and Automation (ICRA), Paris, France. May 2020. PDF Project Dataset Video Bibtex
Socially and Contextually Aware Human Motion and Pose Forecasting
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IEEE Robotics and Automation Letters (RA-L) and IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) 2020 PDF Video
Segmenting the Future
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IEEE Robotics and Automation Letters (RA-L) and IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) 2020 PDF Code
Depth map artifacts reduction: a review
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IET Image Processing 2020.
Adolescent Alcohol Use Disrupts Functional Neurodevelopment in Sensation Seeking Girls
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Addiction Biology, 2020 May 19;e12914. doi: 10.1111/adb.12914 PubMed
Adversarial Cross-Domain Action Recognition with Co-Attention (Oral Presentation)
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Association for the Advancement of Artificial Intelligence (AAAI), New York Midtown, New York, New York, USA, February 7-12, 2020. PDF Slides Poster
Image-to-Images Translation for Multi-Task Organ Segmentation and Bone Suppression in Chest X-Ray Radiography
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IEEE Transactions on Medical Imaging, 2020. PDF
Population-guided large margin classifier for high-dimension low-sample-size problems
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Pattern Recognition, Volume 97, January 2020, 107030 PDF
Multi-view Feature Learning with Multi-atlas based Functional Connectivity Networks for MCI Diagnosis
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IEEE Transactions on Cybernetics, 2020
Switching Structured Prediction for Simple and Complex Human Activity Recognition
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IEEE Transactions on Cybernetics, DOI: 10.1109/TCYB.2019.2960481, 2020.
Deep End-to-End One Class Classifier
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IEEE Transactions on Neural Networks and Learning Systems, doi: 10.1109/TNNLS.2020.2979049, 2020.
Skeleton-based Structured Early Activity Prediction
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Multimedia Tools and Applications, Springer, 020.
Mammographic mass segmentation using multichannel and multiscale fully convolutional networks
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International Journal of Imaging Systems and Technology, Wiley, 2020.
Inpainting Cropped Diffusion MRI using Deep Generative Models
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MICCAI PRedictive Intelligence in MEdicine (MICCAI-PRIME), Shenzhen, China, October 13, 2020. Code
Advancing Neuroscientific Discovery via Bias-Resilient Neural Networks
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54th Asilomar Conference on Signals, Systems and Computers, 2020.
Disentangling Human Dynamics for Pedestrian Locomotion Forecasting with Noisy Supervision
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Winter Conference on Applications of Computer Vision (WACV), Snowmass village, Colorado, March 2-5, 2020. PDF Project Video

2019

Self-Supervised Representation Learning via Neighborhood-Relational Encoding
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International Conference on Computer Vision (ICCV), Seoul, Korea, Oct 27-Nov 2, 2019 PDF
Imitation Learning for Human Pose Prediction
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International Conference on Computer Vision (ICCV), Seoul, Korea, Oct 27-Nov 2, 2019 PDF Poster
Variational AutoEncoder For Regression: Application to Brain Aging Analysis
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Medical Image Computing and Computer Assisted Intervention (MICCAI), Shenzhen, China, Oct 13-17, 2019 PDF Code
Novel Machine Learning Identifies Brain Patterns Distinguishing Diagnostic Membership of Human Immunodeficiency Virus, Alcoholism, and Their Comorbidity of Individuals
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Biological Psychiatry: CNNI PDF Commentary Paper on Our Work by Christine Fennema-Notestine from UCSD
High-Resolution Encoder-Decoder Networks for Low-Contrast Medical Image Segmentation
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IEEE Transactions on Image Processing
Variational Autoencoder with Truncated Mixture of Gaussians for Functional Connectivity Analysis
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Information Processing in Medical Imaging (IPMI), June 2-7, 2019, The Hong Kong University of Science and Technology PDF Code
Cascaded Multi-Task 3D Fully Convolutional Networks for Pancreas Segmentation
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IEEE Transactions on Cybernetics, 2019
FCN Based Label Correction for Multi-Atlas Guided Organ Segmentation
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Neuroinformatics, 2019
Unsupervised Feature Ranking and Selection Based on AutoEncoders
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IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2019, 12-17 May, Brighton, UK
Action-Agnostic Human Pose Forecasting
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IEEE Winter Conference on Applications of Computer Vision (WACV), 2019, Waikoloa, Hawaii, January 7-11 PDF Code Video Poster
Difficulty Aware Deep Networks with Confidence Learning for Medical Image Segmentation
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AAAI 2019, Honolulu, Hawaii, January 27 – February 1 Code
Multi-Channel 3D Deep Feature Learning for Survival Time Prediction of Brain Tumor Patients Using Multi-Modal Neuroimages
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Scientific Reports, 2019
Confounder-Aware Visualization of ConvNets
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MICCAI-Machine Learning in Medical Imaging (MICCAI-MLMI), Shenzhen, China, October 13, 2019. PDF Code
Generative Adversarial Irregularity Detection in Mammography Images
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MICCAI PRedictive Intelligence in MEdicine (MICCAI-PRIME), Shenzhen, China, October 13, 2019. Code
Data Augmentation based on Substituting Regional MRI Volume Scores
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MICCAI-Large Scale Annotation of Biomedical data and Expert Label Synthesis (MICCAI-LABELS), Shenzhen, China, October 13, 2019.
Covariance Shrinkage for Dynamic Functional Connectivity
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MICCAI Connectomics in NeuroImaging (MICCAI-CNI), Shenzhen, China, October 13, 2019.
PRedictive Intelligence in MEdicine (PRIME)
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Lecture Notes in Computer Science 11843, © Springer Nature Switzerland AG,
Second International Workshop, PRIME 2019, Held in Conjunction with MICCAI 2019, Shenzhen, China, October 13, 2019, Proceedings Download
Adolescent Brain Cognitive Development Neurocognitive Prediction (ABCD-NP)
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Lecture Notes in Computer Science 11791, © Springer Nature Switzerland AG 2019,
First Challenge, ABCD-NP 2019, Held in Conjunction with MICCAI 2019, Shenzhen, China, October 13, 2019, Proceedings Download

2018

Semi-Supervised Discriminative Classification Robust to Sample-Outliers and Feature-Noises
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IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI), 2018 PDF
Chained Regularization for Identifying Brain Patterns Specific to HIV Infection
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NeuroImage, 2018 PDF
Multi-Label Transduction for Identifying Disease Comorbidity Patterns (Oral Presentation)
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Medical Image Computing and Computer Assisted Intervention (MICCAI), 2018, Granada, Spain PDF
Adversarially Learned One-Class Classifier for Novelty Detection
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Computer Vision and Pattern Recognition (CVPR), 2018, Salt Lake City, UT, USA PDF Code Presentation Poster
PRedictive Intelligence in MEdicine (PRIME)
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Lecture Notes in Computer Science 11121, © Springer Nature Switzerland AG 2018,
First International Workshop, PRIME 2018, Held in Conjunction with MICCAI 2018, Granada, Spain, September 16, 2018, Proceedings Download
Infant Brain Development Prediction with Latent Partial Multi-View Representation Learning
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IEEE Transactions on Medical Imaging (TMI) 2018
Fine-Grained Segmentation Using Hierarchical Dilated Neural Networks
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Medical Image Computing and Computer Assisted Intervention (MICCAI), 2018, Granada, Spain
AVID: Adversarial Visual Irregularity Detection
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Asian Conference on Computer Vision (ACCV), 2018, Perth, Australia, Dec 2-6 PDF
End-To-End Alzheimer's Disease Diagnosis and Biomarker Identification (Oral Presentation)
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Machine Learning in Medical Imaging (MLMI), MICCAI, 2018, Granada, Spain PDF News
Predictive Modeling of Longitudinal Data for Alzheimer’s Disease Diagnosis Using RNNs
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PRedictive Intelligence in MEdicine (PRIME), MICCAI, 2018, Granada, Spain
Joint Classification and Regression via Deep Multi-Task Multi-Channel Learning for Alzheimer's Disease Diagnosis
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IEEE Transactions on Biomedical Engineering, 2018
Towards Principled Design of Deep Convolutional Networks: Introducing SimpNet
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arXiv preprint, arXiv:1802.06205, 2018 PDF Code
Multi-Task Prediction of Infant Cognitive Scores from Longitudinal Incomplete Neuroimaging Data
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NeuroImage, 2018
3D Fully Convolutional Networks For Multi-Modal Isointense Infant Brain Image Segmentation
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IEEE Transactions on Cybernetics (CYB), 2018 Code
Conversion and Time-to-Conversion Predictions of Mild Cognitive Impairment using Low-Rank Affinity Pursuit Denoising and Matrix Completion
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Medical Image Analysis, Elsevier, 2018
Anatomy-guided Joint Tissue Segmentation and Topological Correction for 6-month Infant Brain MRI with Risk of Autism
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Human Brain Mapping, 2018
Exploring Diagnosis and Imaging Biomarkers of Parkinson's Disease via Iterative Canonical Correlation Analysis Based Feature Selection
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Computerized Medical Imaging and Graphics, 2018
Infant Brain Development Prediction with Latent Partial Multi-View Representation Learning (Oral Presentation)
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IEEE International Symposium on Biomedical Imaging (ISBI'18), Washington DC, April 4-7, 2018
Multi-Layer Multi-View Classification for Alzheimer's Disease Diagnosis
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AAAI 2018, New Orleans, LA, USA, February 2–7, 2018 PDF

2017

Joint Sparse and Low-Rank Regularized Multi-Task Multi-Linear Regression for Prediction of Infant Brain Development with Incomplete Data
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MICCAI 2017, Quebec, Canada, Sep. 10-14, 2017 PDF
Deep Multi-Task Multi-Channel Learning for Joint Classification and Regression of Brain Status
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MICCAI 2017, Quebec, Canada, Sep. 10-14, 2017 PDF
Maximum Mean Discrepancy Based Multiple Kernel Learning for Incomplete Multimodality Neuroimaging Data
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MICCAI 2017, Quebec, Canada, Sep. 10-14, 2017 PDF
Landmark-based Deep Multi-Instance Learning for Brain Disease Diagnosis
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Medical Image Analysis, Elsevier, 2017
Structured Prediction with Short/Long-Range Dependencies for Human Activity Recognition from Depth Skeleton Data (Oral Presentation)
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IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) 2017, Vancouver, Canada PDF
Consciousness Level and Recovery Outcome Prediction using High-Order Brain Functional Connectivity Network
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CNI 2017 (MICCAI Workshop), Quebec, Canada, Sep. 14, 2017
Kernel-based Joint Feature Selection and Max-Margin Classification for Early Diagnosis of Parkinson's Disease
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Nature, Scietific Reports 2017 PDF ePDF Code
Multi-Modal Classification of Neurodegenerative Disease by Progressive Graph-Based Transductive Learning
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Medical Image Analysis, Elsevier, 2017
Brain Fingerprinting for Assessment of Infant Brain Development
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OHBM Annual Meeting, Vancouver, Canada, June 25 - 29, 2017 PDF
Which one is a better marker for the Diagnosis of Parkinson’s Disease: T1 MRI or DTI
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ISMRM, Honolulu, HI, USA, April 22-27, 2017 PDF
Multi-modal Isointense Infant Brain Image Segmentation with Deep Learning based Methods
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ISMRM, Honolulu, HI, USA, April 22-27, 2017 PDF
A Hierarchical Feature and Sample Selection Framework and Its Application for Alzheimer’s Disease Diagnosis
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Nature, Scietific Reports 2017 ePDF

2016

Machine Learning in Medical Imaging
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Lecture Notes in Computer Science 10019, © Springer International Publishing AG 2016,
7th International Workshop, MLMI 2016, Held in Conjunction with MICCAI 2016, Athens, Greece, October 17, 2016, Proceedings Download
Joint Feature-Sample Selection and Robust Diagnosis of Parkinson's Disease from MRI data
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NeuroImage, 2016 PDF Code
Multi-level Canonical Correlation Analysis for Standard-dose PET Image Estimation
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IEEE Transactions on Image Processing (TIP), 2016 PDF
Deep Relative Attributes
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Asian Conference on Computer Vision (ACCV) 2016 PDF Code
Stability-Weighted Matrix Completion of Incomplete Multi-Modal Data for Disease Diagnosis
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MICCAI 2016, Athens, Greece, Oct. 17–21 PDF
3D Deep Learning for Multi-modal Imaging-guided Survival Time Prediction of Brain Tumor Patients (Oral Presentation)
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MICCAI 2016, Athens, Greece, Oct. 17–21 PDF
Semi-supervised Hierarchical Multimodal Feature and Sample Selection for Alzheimer's Disease Diagnosis
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MICCAI 2016, Athens, Greece, Oct. 17–21 PDF
Progressive Graph-Based Transductive Learning for Multi-Modal Classification of Alzheimer’s Disease
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MICCAI 2016, Athens, Greece, Oct. 17–21 PDF
Feature Selection Based on Iterative Canonical Correlation Analysis for Automatic Diagnosis of Parkinson’s Disease
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MICCAI 2016, Athens, Greece, Oct. 17–21 PDF

2015

Robust Feature-Sample Linear Discriminant Analysis for Brain Disorders Diagnosis
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Neural Information Processing Systems (NIPS) 2015, Montréal, Canada, Dec. 7-12, 2015 PDF
Inherent Structure Based Multi-view Learning with Multi-template Feature Representation for Alzheimer’s Disease Diagnosis
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IEEE Transactions on Biomedical Engineering PDF
Non-negative matrix completion for action detection
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Image and Vision Computing, Volume 39, July 2015, Pages 38-51 PDF
Medical Image Retrieval using Multi-Graph Learning for MCI Diagnostic Assistance
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MICCAI 2015, Munich, Germany, Oct. 5–9, 2015. PDF
Joint Feature Sample Selection and Robust Classification for Parkinson's Disease Diagnosis
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MICCAI Workshop on Medical Computer Vision: Algorithms for Big Data (bicMCV 2015), Munich, Germany, Oct. 9, 2015 PDF
Joint Diagnosis and Conversion Time Prediction of Progressive Mild Cognitive Impairment (pMCI) Using Low-Rank Subspace Clustering and Matrix Completion
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MICCAI 2015, Munich, Germany, Oct. 5–9, 2015 PDF
A Multi-level Canonical Correlation Analysis Scheme for Standard-dose PET Image Estimation
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MICCAI Workshop on Patch-based Techniques in Medical Imaging (Patch-MI), Munich, Germany, Oct. 9, 2015 PDF
Relationship Induced Multi-atlas Learning for Alzheimer’s Disease Diagnosis
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MICCAI Workshop on Medical Computer Vision: Algorithms for Big Data (bicMCV 2015), Munich, Germany, Oct. 9, 2015 PDF

2014

A Multi-Label Weakly-supervised Approach for Discriminative Human Activity Recognition and Localization
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Asian Conf. on Computer Vision (ACCV), Singapore, Singapore, November 1-5, 2014 PDF
Distributed Matrix Completion for Large-scale Multi-label Classification
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Intelligent Data Analysis Journal, 18 (6), 2014 PDF

2013

Multiview Human Activity Recognition in Distributed Camera Sensor Networks
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Sensors Journal, 13(7), 8750-8770, 2013 PDF
Distributed Activity Recognition in Camera Networks via Distributed Low-Rank Matrix Recovery
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ACM/IEEE International Conference on Distributed Smart Cameras (ICDSC), Palm Springs, CA, USA, Oct 29-Nov 1, 2013 PDF
Distributed Activity Recognition using Multi-view Consensus SVM
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ACM/IEEE International Conference on Distributed Smart Cameras (ICDSC), Palm Springs, CA, USA, Oct 29-Nov 1, 2013 PDF

2011

Model-based Human Gait Tracking, 3D Reconstruction and Recognition in Uncalibrated Monocular Video
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Imaging Science Journal, 59(5), 2011 PDF

2010

A Non-parametric Heuristic Algorithm for Convex and Non-Convex Data Clustering Based on Equipotential Surfaces
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Expert Systems with Applications, 37(4), 3318-3325, 2010 PDF
Source parameters estimation of 2003 Bam earthquake Mw 6.5 using empirical Green’s function method, based on an evolutionary approach
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Journal of Earth System Science 119(3), 2010 PDF

2009

Prediction of Significant Wave Height Using Regressive Support Vector Machines
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Ocean Engineering 36(5), 339-347, 2009 PDF
Clustering Based Non-parametric Model for Shadow Detection in Video Sequences
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Image Processing, Computer Vision and Pattern Recognition, Lake Tahoe, Nevada, USA, 2009. PDF
Real-time Vehicle Detection Using a Fast Symmetry Detection Algorithm
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14th National Computer Society of Iran Computer Conference (CSICC), Amirkabir University of Technology, Tehran, Iran, 2009 PDF

2008

A Novel Approach for Branch Buffer Consuming Power Reduction
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IEEE Computer Society International Conference on Computer and Electrical Engineering, Taiwan, 2008 PDF
Compressed Domain Video Optical Flow Optimization Using Texture Analysis and Homography
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5th Iranian Conference on Machine Vision and Image Processing (MVIP), Tabriz, Iran, 2008 (Farsi). PDF
3D Reconstruction of Walking Human based on Human Gait Knowledge
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Conference on Image Processing, Computer Vision and Pattern Recognition, July 17-20, Nevada, USA, 2008 PDF
Kinematics Model-based Human Tracking in Monocular Video Sequences
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National Computer Society Iran Computer Conf. (CSICC08), Sharif University of Technology, Persian Gulf, Kish Island, Iran 2008, (Farsi) PDF
SHABaN Multi-Agent Team To Herd Cows
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In the Lecture Notes in Computer Science, Second Multi-Agent Programming Contest in association with Programming Multi-Agent Systems Conference, May 12-13, Estoril, Portugal 2008 PDF

2007

A Low-cost Strong Shadow-based Segmentation Approach for Vehicle Tracking in Congested Traffic Scenes
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International Conference on Machine Vision, IEEE, Islamabad, Pakistan 2007 PDF
A Genetic Algorithm Based Model for Feature Selection and SVM Kernel Parameters Optimization
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First Joint Congress on Intelligent and Fuzzy Systems, Ferdowsi University of Mashhad, Iran 2007 (Farsi). PDF
Ensemble of Evolved Neural Networks with Augmenting Topology and Feature Selection
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$15^{th}$ Iranian Conf. on Electrical Eng., Iran Telecommunication Research Center, 152-157, Tehran, Iran 2007 (Farsi). PDF
A New Approach for Vehicle Detection in Congested Traffic Scenes Based on Strong Shadow Segmentation
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3rd International Symposium on Visual Computing (ISVC), Part II, LNCS 4842, 427-436, Lake Tahoe, Nevada-California, November 26-28, 2007 PDF