Stanford University · School of Medicine · Department of Psychiatry & Behavioral Sciencesstaiadmin@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 , , , , , , , , , , , , , Nature Mental Health, 2026In Press
A framework of digital biomarkers for neurodegenerative diseases , , , , , , , , , , Nature Reviews Bioengineering, 2026PaperPDF
Think Before Watching: Planning to Select Frames for Video Understanding , , , , IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), 2027In Press
ReGenHuman: Re-Generating Human Appearances for Realistic Full-Body Video Anonymization , , , , Neural Information Processing Systems (NeurIPS), 2026PaperProject
A Hierarchical Tokenization Framework for Voxel-Level fMRI Representation Learning , , , Neural Information Processing Systems (NeurIPS), 2026In Press
Align-RAG: Alignment Is All You Need for TSFM In-Context Learning , , , , , , , , Neural Information Processing Systems (NeurIPS), 2026PaperGitHub
EgoMo3R: Joint Egocentric Motion and Scene Reconstruction , , , , , Neural Information Processing Systems (NeurIPS), 2026In Press
Effective Multi-sensor Conditioning for Street-view Novel-view Synthesis , , , , , , , , , Neural Information Processing Systems (NeurIPS), 2026PaperProject
OpenMHC: Accelerating the Science of Wearable Foundation Models , , , , , , , , , , , , , , , , , , Neural Information Processing Systems (NeurIPS) Evaluations and Datasets Track, 2026PaperProjectGitHub
Recreating Video Arenas via Automated Preference Scoring , , , , , , , Neural Information Processing Systems (NeurIPS) Evaluations and Datasets Track, 2026In Press
DopplerWild: A Doppler Dataset and Benchmark for Human Kinematic Understanding in the Wild , , , , , , , Neural Information Processing Systems (NeurIPS) Evaluations and Datasets Track, 2026In Press
HumanScore: Benchmarking Human Motions in Generated Videos , , , , , , Neural Information Processing Systems (NeurIPS) Evaluations and Datasets Track, 2026PaperProject
TherapyGym: Evaluating and Aligning Clinical Fidelity and Safety in Therapy Chatbots , , , , , , , , , , Neural Information Processing Systems (NeurIPS) Evaluations and Datasets Track, 2026PaperProject
Deterministic Hallucination Detection in Medical VQA via Confidence-Evidence Bayesian Gain , , , , Medical Image Computing and Computer Assisted Intervention (MICCAI), 2026PDF
SARAR: Shortcut-Aware 3D Brain MRI Question Answering via Retrieval-Augmented Reranking (Oral Presentation) , , , , , , , Machine Learning in Clinical Neuroimaging (MLCN), MICCAI, 2026PDF
A vision foundation model for single-cell biology via spatial gene cartography , , , , , , , The Fifth Workshop on Applications of Medical AI (AMAI), MICCAI, 2026PDF
Human-like Content Analysis for Generative AI with Language-Grounded Sparse Encoders , , , , , , , , , , , npj Artificial Intelligence, 2026PDFGithub
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, 2026In Press
The Cost of Language: Centroid Erasure Exposes and Exploits Modal Competition in Multimodal Language Models , , , , Conference on Language Modeling (COLM), 2026PDF
Curriculum-Guided Layer Scaling for Language Model Pretraining , , International Conference on Machine Learning (ICML), 2026Paper
Latent Forcing: Reordering the Diffusion Trajectory for Pixel-Space Image Generation , , , , , , International Conference on Machine Learning (ICML), 2026Paper
Diffusion MRI Transformer with a Diffusion Space Rotary Positional Embedding (D-RoPE) , , , , , , , , Computer Vision and Pattern Recognition (CVPR), 2026Paper
QUANTIPHY: A Quantitative Benchmark Evaluating Physical Reasoning Abilities of Vision-Language Models , , , , , , , Computer Vision and Pattern Recognition (CVPR), 2026ProjectPaper
ViBES: A Conversational Agent with Behaviorally-Intelligent 3D Virtual Body , , , , , , , Computer Vision and Pattern Recognition (CVPR), 2026ProjectDataPaper
AnyLift: Scaling Motion Reconstruction from Internet Videos via 2D Diffusion , , , , , , Computer Vision and Pattern Recognition (CVPR), 2026In Press
ESAM++: Efficient Online 3D Perception on the Edge , , , , , , Computer Vision and Pattern Recognition (CVPR), 2026GithubIn Press
Spherical Leech Quantization for Visual Tokenization and Generation , , , , , Computer Vision and Pattern Recognition (CVPR), 2026Paper
GeoSAE: Geometric Prior-Guided Layer-Wise Sparse Autoencoder Annotation of Brain MRI Foundation Models , , , , CVPR Workshop on Computer Vision for Clinical Applications (CV4Clinical), 2026In Press
Divergent Pathways Taken in Adolescence to Embrace or Resist Moderate and Heavy Drinking in Young Adulthood , , , , , , , , , Biological Psychiatry: Cognitive Neuroscience and Neuroimaging, 2026Paper
A Tool Bottleneck Framework for Clinically-Informed and Interpretable Medical Image Understanding , , , , , Medical Imaging with Deep Learning (MIDL), 2026Paper
GenFusion: Feed-forward Human Performance Capture via Progressive Canonical Space Updates , , , , , , International Conference on Learning Representations (ICLR), 2026PaperCodeImage ResultVideo ResultWebpage
Neuro-Symbolic Decoding of Neural Activity , , , International Conference on Learning Representations (ICLR), 2026Paper
SocialGen: Modeling Multi-Human Social Interaction with Language Models , , , , , , International Conference on 3D Vision (3DV), 2026Paper
Designing AI-enabled video monitoring Clinician Dashboard for Neuropsychiatric Symptoms: A Survey of User Needs , , , , , , , , American Journal of Geriatric Psychiatry: Open Science, Education, and Practice, 2026Paper
2025
Discovering Latent Graphs with GFlowNets for Diverse Conditional Image Generation , , , , , , , , Neural Information Processing Systems (NeurIPS), 2025Paper
VideoWeave: A Data-Centric Approach for Efficient Video Understanding , , , , , , , , International Workshop on Large Scale Holistic Video Understanding: Toward Video Foundation Models, Neural Information Processing Systems (NeurIPS) 2025Paper
Wild2Avatar: Rendering Humans Behind Occlusions , , , , , IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2025PaperWebsiteCode
Ask WhAI: Probing Belief Formation in Role-Primed LLM Agents for Multi-Specialty Diagnosis , , , , The Chen Institute Symposium for AI Accelerated Science (AIAS), 2025Paper
Person-centered noninvasive brain stimulation for aging-related neurological and mental disorders: A multi-dimensional framework for designing protocols , , , , Neuroscience and Biobehavioral Reviews, 2025In 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, 2025Paper
UniEgoMotion: A Unified Model for Egocentric Motion Reconstruction, Forecasting, and Generation , , , , , International Conference on Computer Vision (ICCV) 2025PaperWebsiteCode & Data
Repurposing 2D Diffusion Models with Gaussian Atlas for 3D Generation , , , , , , , International Conference on Computer Vision (ICCV) 2025Paper
Latest Object Memory Management for Temporally Consistent Video Instance Segmentation , , , , , , , , International Conference on Computer Vision (ICCV) 2025Paper
Artist-Created Mesh Generation from Raw Observation , , , International Conference on Computer Vision (ICCV) E2E3D Workshop 2025Paper
A Multi-Dimensional Transfer Learning Framework for Studying Reward-Guided Behaviors Across Species , , , , , Nature Mental Health, 2025Paper
Regularized CCA Identifies Sex-Specific Brain-Behavior Associations in Adolescent Psychopathology , , , , , , Translational Psychiatry, 2025PaperCode
Personalized cognitive enhancement for older adults: An aging-friendly closed-loop human-machine interface framework , , , ,, Ageing Research Reviews, 2025Paper
Generating Novel Brain Morphology by Deforming Learned Templates , , , , , , , Medical Image Computing and Computer Assisted Intervention (MICCAI), 2025 Paper Early Acceptance
Anatomical Similarity as a New Metric to Evaluate Brain Generative Models , , , , , Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025Paper
Neural Autoregressive Modeling of Brain Aging , , , Deep Generative Models Workshop at MICCAI 2025Paper
Cycle Diffusion Model for Counterfactual Image Generation , , , , , , , PRIME Workshop MICCAI 2025Paper
Foundation versus Domain-Specific Models for Left Ventricular Segmentation on Cardiac Ultrasound , , , , , , , , , , , , , , , npj Digital MedicinePaper
Confounder-Free Continual Learning via Recursive Feature Normalization , , , , , International Conference on Machine Learning (ICML) 2025Paper
Statistical Variability in Comparing Accuracy of Neuroimaging Based Classification Models via Cross Validation , , , , , Scientific Reports, 2025Paper
The Language of Motion: Unifying Verbal and Non-verbal Language of 3D Human Motion , , , , , , , Computer Vision and Pattern Recognition (CVPR) 2025PaperWebpageSlide
Latent Drifting in Diffusion Models for Counterfactual Medical Image Synthesis , , , , , , , Computer Vision and Pattern Recognition (CVPR) 2025Paper
Re-thinking Temporal Search for Long-Form Video Understanding , , , , , , , , , , , Computer Vision and Pattern Recognition (CVPR) 2025WebsiteCodeDataDemo
AdaVid: Adaptive Video‑Language Pretraining , , Computer Vision and Pattern Recognition Workshops (CVPRW) 2025 WebsitePaper 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 , , , , , , Medical Image Analysis 2025Paper
Artificial Intelligence in Obsessive-Compulsive Disorder: A Systematic Review , , , , , , , , ,, , , , , , , Current Treatment Options in PsychiatryPaper
Establishing Clinically Operational Domains of Multidimensional Frailty: A Consensus Approach to Improve Multidimensional Frailty Diagnosis at Point of Care , , , , , , , , , , , , , The GerontologistPaper
Non-Parametric Prediction of Brain MRI Microstructure using Transfer Learning , , , , , , , , Imaging NeuroscienceIn Press
Communication Efficient Federated Learning for Multi-Organ Segmentation via Knowledge Distillation with Image Synthesis , , , , , , , IEEE Transactions on Medical ImagingPaper
Developing ICU Clinical Behavioral Atlas Using Ambient Intelligence and Computer Vision , , , , , , , A. Milstein‡, L. Fei-Fei‡, K. Schulman‡ (*Co-lead authors, , , †Corresponding author,) New England Journal of Medicine (NEJM) AIPaper
Neu-HMR: Neural Rendering-Guided Human Motion Reconstruction , , , , , , 3D Vision (3DV) 2025Paper
DTI Processing Pipeline: A lightweight, end-to-end workflow for diffusion MRI preprocessing and quality control , , Stanford Translational AI Lab, Stanford University, Zenodo, 2025DOIGithubWebsite
fMRI Processing Pipeline: A lightweight, end-to-end framework for BIDS-compatible fMRI preprocessing and quality control , Stanford Translational AI Lab, Stanford University, Zenodo, 2025DOIGithubWebsite
sMRI Processing Pipeline: A lightweight, end-to-end framework for BIDS-compatible structural MRI preprocessing and quality control , Stanford Translational AI Lab, Stanford University, Zenodo, 2025DOIGithubWebsite
2024
Data-Driven Discovery of Movement-Linked Heterogeneity in Neurodegenerative Diseases , , , , , , , , Nature Machine Intelligence 2024PDFCode
Few-Shot Classification of Interactive Activities of Daily Living (InteractADL) , , , , , , , British Machine Vision Conference (BMVC 2024)Paper
OccFusion: Rendering Occluded Humans with Generative Diffusion Priors , , , , Neural Information Processing Systems (NeurIPS) 2024Paper
Vision-based Estimation of Fatigue and Engagement in Cognitive Training Sessions , , , , , Artificial Intelligence in Medicine, Elsevier 2024PaperCode
Enforcing Conditional Independence for Fair Representation Learning and Causal Image Generation, , , , , , Computer Vision and Pattern Recognition Workshops (CVPR) 2024PDFCode
GAMMA-PD: Graph-based Analysis of Multi-Modal Motor Impairment Assessments in Parkinson’s Disease , , , MICCAI GRaphs in biomedical Image analysisPDF
SOE: SO(3)-Equivariant 3D MRI Encoding , , , , , , MICCAI Machine Learning in Clinical NeuroimagingPDF
Profiles of brain topology for dual-functional stability in old age Zhou S., , M., , , GeroScience 2024Paper
A health-equity framework for tailoring digital non-pharmacological interventions in aging , , , , , Nature Mental HealthPaper
The Transition from Homogeneous to Heterogeneous Machine Learning in Neuropsychiatric Research , , , , , , Biological Psychiatry: Global Open Sciencepaper
Metadata-conditioned generative models to synthesize anatomically-plausible 3D brain MRIs , , , , , , , , Medical Image AnalysisPaper
Evaluating Large Language Models in Echocardiography Reporting: Opportunities and Challenges , , , , , , , , , , , , Ehsan Adeli†, European Heart Journal: Digital HealthPaperPublished Version
Neurocognitive Latent Space Regularization for Multi-Label Diagnosis from MRI , , , , , MICCAI PRedictive Intelligence in MedicinePDF
SpaRG - Sparsely Reconstructed Graphs for Generalizable fMRI Analysis , , , , MICCAI Machine Learning in Clinical NeuroimagingPDF
Brain-Cognition Fingerprinting via Graph-GCCA with Contrastive Learning , , , , , , , MICCAI Machine Learning in Clinical NeuroimagingPDF
Medical Image Segmentation Review: The success of U-Net , , , , , , , , , IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI)PaperCode
SOM2LM: Self-Organized Multi-Modal Longitudinal Maps , , , , Medical Image Computing and Computer Assisted Intervention (MICCAI) 2024CodePaper
H-ViT: A Hierarchical Vision Transformer for Deformable Image Registration, , , , , , Computer Vision and Pattern Recognition (CVPR) 2024PDFCode
Towards Robust 3D Pose Transfer with Adversarial Learning, , , , Computer Vision and Pattern Recognition (CVPR) 2024PDF
Federated learning with knowledge distillation for multi-organ segmentation with partially labeled datasets, , , , , Ehsan Adeli†, , Medical Image Analysis, vol. 95, July 2024, 103156Paper
FedNN: Federated learning on concept drift data using weight and adaptive group normalizations, , , K.H., , Ehsan Adeli†, , Pattern Recognition, vol. 149, May 2024, 110230Paper
Few Shot Part Segmentation Reveals Compositional Logic for Industrial Anomaly Detection, , , , , Ehsan Adeli†, , Artificial Intelligence (AAAI) 2024, AAAI PressPDF
2023
An Explainable Geometric-Weighted Graph Attention Network for Identifying Functional Networks Associated with Gait Impairment, , , , , 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, , , , , , Medical Image Computing and Computer Assisted Intervention (MICCAI 2023), Lecture Notes in Computer Science,PDFGitHubMONAI
LSOR: Longitudinally-Consistent Self-Organized Representation Learning, , , , , , 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, , , , , , , Medical Image Computing and Computer Assisted Intervention (MICCAI 2023), Lecture Notes in Computer Science,PDF
Rendering Humans from Object-Occluded Monocular Videos, , , , Ehsan Adeli†, International Conference on Computer Vision (ICCV 2023), IEEEProject
Transformers Pay Attention to Convolutions: Leveraging Emerging Properties of ViTs by Dual Attention-Image Network, , , , , Ehsan Adeli†, International Conference on Computer Vision Workshops (ICCVW 2023), IEEEPDF
CCA identifies a neurophysiological marker of adaptation capacity that is reliably linked to internal locus of control of cognition in amnestic MCI, , , , , GeroScience.PDF
2022
GaitForeMer: Self-Supervised Pre-Training of Transformers via Human Motion Forecasting for Few-Shot Gait Impairment Severity Estimation , , , , , 25th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI 2022), Resort World Convention Centre, Singapore, September 18-22, 2022.PDFCodeVideo
A Penalty Approach for Normalizing Feature Distributions to Build Confounder-Free Models , , , , 25th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI 2022), Resort World Convention Centre, Singapore, September 18-22, 2022.PDFCodeVideo
Joint Graph Convolution for Analyzing Brain Structural and Functional Connectome , , , , , 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 , , , , , , , , , , , , Neural Information Processing Systems (NeurIPS) Datasets and Benchmarks Track, 2022PDFProjectToolkit CodeDocumentation
PrivHAR: Recognizing Human Actions From Privacy-preserving Lens , , , , , , European Conference on Computer Vision (ECCV 2022), Tel Aviv, Isreal, October 23-27, 2022PDF
Rethinking Architecture Design for Tackling Data Heterogeneity in Federated Learning , , , , , , , , IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2022), New Orleans, LA, June 19-24PDF
Identifying Auxiliary or Adversarial Tasks Using Necessary Condition Analysis for Adversarial Multi-Task Video Understanding , , , , , , European Conference on Computer Vision Workshops (ECCVW 2022), Tel Aviv, Isreal, October 22, 2022
Multiple Instance Neuroimage Transformers , , , , , , PRedictive Intelligence in MEdicine (PRIME 2022), Singapore, Singapore, September 24, 2022PDFCode
Bridging the Gap between Deep Learning and Hypothesis-Driven Analysis via Permutation Testing , , , , PRedictive Intelligence in MEdicine (PRIME 2022), Singapore, Singapore, September 24, 2022PDFCode
Intervertebral Disc Labeling With Learning Shape Information, A Look Once Approach , , , , , PRedictive Intelligence in MEdicine (PRIME 2022), Singapore, Singapore, September 24, 2022PDFCode
TransDeepLab: Convolution-Free Transformer-based DeepLab v3+ for Medical Image Segmentation , , , , , , , PRedictive Intelligence in MEdicine (PRIME 2022), Singapore, Singapore, September 24, 2022PDFCode
Combining Counterfactuals With Shapley Values To Explain Image Models , , , , International Conference on Machine Learning (ICML) Workshop on Responsible Decision Making in Dynamic Environments, New York, NY, July 23, 2022PDFVideo
Detecting negative valence symptoms in adolescents based on longitudinal self-reports and behavioral assessments , , , , , , , , , 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 , , , , Journal of Alzheimer's Disease, vol. 88, no. 4, pp. 1229-1239, 2022Paper
Self-supervised Learning of Neighborhood Embedding for Longitudinal MRI , , , , , Medical Image Analysis, In Press.Paper
WTM: Weighted Temporal Attention Module for Group Activity Recognition , , , ,, 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 , , , , , IEE Transactions on Medical Imaging [PDF]
Generative Adversarial U-Net for Domain-free Few-shot Medical Diagnosis , , , , Pattern Recognition LettersPaperPDF
Semantic instance segmentation with discriminative deep supervision for medical images , , , , , , , , , Medical Image Analysis, Volume 82, 102626.Paper
Multiview Feature Learning with Multiatlas-based Functional Connectivity Networks for MCI Diagnosis , , , , , 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 , , , , , , , Medical Image Analysis [PDF]
2021
Quantifying Parkinson’s Disease Motor Severity Under Uncertainty Using MDS-UPDRS Videos , , , , , , , , , , , , , , Medical Image Analysis, Volume 73, October 2021, 102179.PDFCode
MOMA: Multi-Object Multi-Actor Activity Parsing , , , , , , , Neural Information Processing Systems (NeurIPS 2021), Montreal, Canada, Dec 6-14, 2021ProjectPDF
On the Opportunities and Risks of Foundation Models , , , , Report -- Center for Research on Foundation Models (CRFM), Stanford University, August 2021PDFCenterWorkshop
TRiPOD: Human Trajectory and Pose Dynamics Forecasting in the Wild , , , , , , IEEE/CVF International Conference on Computer Vision (ICCV 2021), Montreal, Canada, Oct 11-17, 2021.PDFProjectBenchmarkICCV2021 Workshop
Metadata Normalization , , , , , , IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2021), Nashville, TN, Jun 19–25, 2021PDFCodeProject
Home Action Genome: Cooperative Compositional Action Understanding , , , , , , , IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2021), Nashville, TN, Jun 19–25, 2021 Also presented atMIRU2021PDFDataset
Scalable Differential Privacy with Sparse Network Fine-tuning , , , IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2021), Nashville, TN, Jun 19–25, 2021PDF
3D CNNs with Adaptive Temporal Feature Resolutions , , , , , , IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2021), Nashville, TN, Jun 19–25, 2021PDFCodeProject
Longitudinal Correlation Analysis for Decoding Multi-Modal Brain Development , , Medical Image Computing and Computer Assisted Interventions (MICCAI 2021), Strasbourg, France, September 27-October 1, 2021PDF
Self-Supervised Longitudinal Neighbourhood Embedding , , , , , , Medical Image Computing and Computer Assisted Interventions (MICCAI 2021), Strasbourg, France, September 27-October 1, 2021PDF
Is Frailty Associated with Adverse Outcomes After Orthopaedic Surgery? A Systematic Review and Assessment of Definitions , , , , , The Journal of Bone and Joint Surgery (JBJS) Reviews, 2021PubMed
TransUNet: Transformers make strong encoders for medical image segmentation , , , , , , , , Interpretable Machine Learning in Healthcare (IMLH), as part of the ICML2021, Virtual, July 23, 2021PDFCode
CoCon: Cooperative-Contrastive Learning , , , , IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshop (CVPRW 2021), Holistic Video Understanding (HVU), Nashville, TN, Jun 19–25, 2021PDFCode
Automatic Estimation of MDS-UPDRS Gait Scores from Videos with Multi-Rater Disagreements , , , , , , , , , Movement Disorder Society (MDS) Congress, September 17-22, 2021Web
Longitudinal Self-Supervised Learning , , , Medical Image Analysis Volume 71, July 2021, 102051Paper [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, 2021PDFCode
Going Beyond Saliency Maps: Training Deep Models to Interpret Deep Models , , , Information Processing in Medical Imaging (IPMI) 2021, Bornholm, DenmarkPDFCode
Representation Disentanglement for Multi-modal MR Analysis , , , , Information Processing in Medical Imaging (IPMI) 2021, Bornholm, DenmarkPDFCode
MetricUNet: Synergistic image- and voxel-level learning for precise prostate segmentation via online sampling , , , , , , , , Medical Image Analysis, Volume 71, July 2021, 102039.Paper
Computer vision-based intelligent anomaly detection using synthetic and simulated data-system and method , , U.S. Patent No. 11,019,087. Washington, DC: U.S. Patent and Trademark Office.URL
Spatiotemporal relationship reasoning for pedestrian intent prediction , , , , , , 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 , , , , , 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 , , , , IEEE Transactions on Pattern Analysis And Machine Intelligence (PAMI)PDFCode
Training Confounder-Free Deep Learning Models for Medical Applications , Ehsan Adeli*, , Nature CommunicationsPaperSupplementPublished VersionCode
Longitudinal Pooling & Consistency Regularization to Model Disease Progression from MRIs , , , , , , , IEEE Journal of Biomedical Health and InformaticsCode
Ethical Issues in the Use of Ambient Intelligence in Healthcare Settings , , , , , , , , , , , , The Lancet Digital Health
Association of Heavy Drinking With Deviant Fiber Tract Development in Frontal Brain Systems in Young Adolescents , , , , , , , , , , , , , , , , , The Journal of the American Medical Association (JAMA) Psychiatry,
Vision-based Estimation of MDS-UPDRS Gait Scores for Assessing Parkinson’s Disease Motor Severity , , , , , , , 23rd International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), Lima, Peru, October 4-8, 2020.PDFCodeVideo
Spatio-Temporal Graph Convolution for Functional MRI Analysis , , , , , 23rd International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), Lima, Peru, October 4-8, 2020.PDFCode
It Is Not the Journey but the Destination: Endpoint Conditioned Trajectory Prediction , , , , , , European Conference on Computer Vision, 2020.PDFCodeShort VideoLong VideoProject Page
Procedure Planning in Instructional Videos , , , , , 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 , , , , , , IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Seattle, Washington, USA. June 2020.PDFVideo
Spatiotemporal Relationship Reasoning for Pedestrian Intent Prediction , , , , , , IEEE Robotics and Automation Letters & IEEE International Conference on Robotics and Automation (ICRA), Paris, France. May 2020.PDFProjectDatasetVideoBibtex
Socially and Contextually Aware Human Motion and Pose Forecasting , , , , IEEE Robotics and Automation Letters (RA-L) and IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) 2020PDFVideo
Segmenting the Future , , IEEE Robotics and Automation Letters (RA-L) and IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) 2020PDFCode
Depth map artifacts reduction: a review , , , , , IET Image Processing 2020.
Adolescent Alcohol Use Disrupts Functional Neurodevelopment in Sensation Seeking Girls , , , N, , , , , , , , , , , , , , , , , , , Addiction Biology, 2020 May 19;e12914. doi: 10.1111/adb.12914PubMed
Adversarial Cross-Domain Action Recognition with Co-Attention (Oral Presentation) , , , , Association for the Advancement of Artificial Intelligence (AAAI), New York Midtown, New York, New York, USA, February 7-12, 2020.PDFSlidesPoster
Image-to-Images Translation for Multi-Task Organ Segmentation and Bone Suppression in Chest X-Ray Radiography , , , , , IEEE Transactions on Medical Imaging, 2020.PDF
Population-guided large margin classifier for high-dimension low-sample-size problems , , , Pattern Recognition, Volume 97, January 2020, 107030PDF
Multi-view Feature Learning with Multi-atlas based Functional Connectivity Networks for MCI Diagnosis , , , , , IEEE Transactions on Cybernetics, 2020
Switching Structured Prediction for Simple and Complex Human Activity Recognition , , , IEEE Transactions on Cybernetics, DOI: 10.1109/TCYB.2019.2960481, 2020.
Deep End-to-End One Class Classifier , , , IEEE Transactions on Neural Networks and Learning Systems, doi: 10.1109/TNNLS.2020.2979049, 2020.
Skeleton-based Structured Early Activity Prediction , , , Multimedia Tools and Applications, Springer, 020.
Mammographic mass segmentation using multichannel and multiscale fully convolutional networks , , , , , International Journal of Imaging Systems and Technology, Wiley, 2020.
Inpainting Cropped Diffusion MRI using Deep Generative Models , , , , , , MICCAI PRedictive Intelligence in MEdicine (MICCAI-PRIME), Shenzhen, China, October 13, 2020.Code
Advancing Neuroscientific Discovery via Bias-Resilient Neural Networks , , 54th Asilomar Conference on Signals, Systems and Computers, 2020.
Disentangling Human Dynamics for Pedestrian Locomotion Forecasting with Noisy Supervision , , , , , Winter Conference on Applications of Computer Vision (WACV), Snowmass village, Colorado, March 2-5, 2020.PDFProjectVideo
2019
Self-Supervised Representation Learning via Neighborhood-Relational Encoding , , International Conference on Computer Vision (ICCV), Seoul, Korea, Oct 27-Nov 2, 2019PDF
Imitation Learning for Human Pose Prediction , , , , International Conference on Computer Vision (ICCV), Seoul, Korea, Oct 27-Nov 2, 2019PDFPoster
Variational AutoEncoder For Regression: Application to Brain Aging Analysis , , , , Medical Image Computing and Computer Assisted Intervention (MICCAI), Shenzhen, China, Oct 13-17, 2019PDFCode
Novel Machine Learning Identifies Brain Patterns Distinguishing Diagnostic Membership of Human Immunodeficiency Virus, Alcoholism, and Their Comorbidity of Individuals , , , , Biological Psychiatry: CNNIPDFCommentary Paper on Our Work by Christine Fennema-Notestine from UCSD
High-Resolution Encoder-Decoder Networks for Low-Contrast Medical Image Segmentation , , , , , IEEE Transactions on Image Processing
Variational Autoencoder with Truncated Mixture of Gaussians for Functional Connectivity Analysis , , , , , Information Processing in Medical Imaging (IPMI), June 2-7, 2019, The Hong Kong University of Science and TechnologyPDFCode
Cascaded Multi-Task 3D Fully Convolutional Networks for Pancreas Segmentation , , , , , , , , , IEEE Transactions on Cybernetics, 2019
FCN Based Label Correction for Multi-Atlas Guided Organ Segmentation , , , Neuroinformatics, 2019
Unsupervised Feature Ranking and Selection Based on AutoEncoders , , , IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2019, 12-17 May, Brighton, UK
Action-Agnostic Human Pose Forecasting , , , , IEEE Winter Conference on Applications of Computer Vision (WACV), 2019, Waikoloa, Hawaii, January 7-11PDFCodeVideoPoster
Difficulty Aware Deep Networks with Confidence Learning for Medical Image Segmentation , , , , , AAAI 2019, Honolulu, Hawaii, January 27 – February 1Code
Multi-Channel 3D Deep Feature Learning for Survival Time Prediction of Brain Tumor Patients Using Multi-Modal Neuroimages , , , , , , , , , Scientific Reports, 2019
Confounder-Aware Visualization of ConvNets , Ehsan Adeli*, , , , MICCAI-Machine Learning in Medical Imaging (MICCAI-MLMI), Shenzhen, China, October 13, 2019.PDFCode
Generative Adversarial Irregularity Detection in Mammography Images , , , , MICCAI PRedictive Intelligence in MEdicine (MICCAI-PRIME), Shenzhen, China, October 13, 2019.Code
Data Augmentation based on Substituting Regional MRI Volume Scores , , , , , MICCAI-Large Scale Annotation of Biomedical data and Expert Label Synthesis (MICCAI-LABELS), Shenzhen, China, October 13, 2019.
Covariance Shrinkage for Dynamic Functional Connectivity , , , , , , MICCAI Connectomics in NeuroImaging (MICCAI-CNI), Shenzhen, China, October 13, 2019.
Semi-Supervised Discriminative Classification Robust to Sample-Outliers and Feature-Noises , , , , , , IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI), 2018PDF
Chained Regularization for Identifying Brain Patterns Specific to HIV Infection , , , , , , NeuroImage, 2018PDF
Multi-Label Transduction for Identifying Disease Comorbidity Patterns (Oral Presentation) , , Medical Image Computing and Computer Assisted Intervention (MICCAI), 2018, Granada, SpainPDF
Adversarially Learned One-Class Classifier for Novelty Detection , , , Computer Vision and Pattern Recognition (CVPR), 2018, Salt Lake City, UT, USAPDFCodePresentationPoster
Infant Brain Development Prediction with Latent Partial Multi-View Representation Learning , , , , , IEEE Transactions on Medical Imaging (TMI) 2018
Fine-Grained Segmentation Using Hierarchical Dilated Neural Networks , , , , , , Medical Image Computing and Computer Assisted Intervention (MICCAI), 2018, Granada, Spain
AVID: Adversarial Visual Irregularity Detection , , , , , , Asian Conference on Computer Vision (ACCV), 2018, Perth, Australia, Dec 2-6PDF
End-To-End Alzheimer's Disease Diagnosis and Biomarker Identification (Oral Presentation) , , , Machine Learning in Medical Imaging (MLMI), MICCAI, 2018, Granada, SpainPDFNews
Predictive Modeling of Longitudinal Data for Alzheimer’s Disease Diagnosis Using RNNs , , , 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 , , , IEEE Transactions on Biomedical Engineering, 2018
Towards Principled Design of Deep Convolutional Networks: Introducing SimpNet , , , , arXiv preprint, arXiv:1802.06205, 2018PDFCode
Multi-Task Prediction of Infant Cognitive Scores from Longitudinal Incomplete Neuroimaging Data , , , , NeuroImage, 2018
3D Fully Convolutional Networks For Multi-Modal Isointense Infant Brain Image Segmentation , , , , , IEEE Transactions on Cybernetics (CYB), 2018Code
Conversion and Time-to-Conversion Predictions of Mild Cognitive Impairment using Low-Rank Affinity Pursuit Denoising and Matrix Completion , , , Medical Image Analysis, Elsevier, 2018
Anatomy-guided Joint Tissue Segmentation and Topological Correction for 6-month Infant Brain MRI with Risk of Autism , , , , , Human Brain Mapping, 2018
Exploring Diagnosis and Imaging Biomarkers of Parkinson's Disease via Iterative Canonical Correlation Analysis Based Feature Selection , , , , , Computerized Medical Imaging and Graphics, 2018
Infant Brain Development Prediction with Latent Partial Multi-View Representation Learning (Oral Presentation) , , , , , IEEE International Symposium on Biomedical Imaging (ISBI'18), Washington DC, April 4-7, 2018
Multi-Layer Multi-View Classification for Alzheimer's Disease Diagnosis , , , , AAAI 2018, New Orleans, LA, USA, February 2–7, 2018PDF
2017
Joint Sparse and Low-Rank Regularized Multi-Task Multi-Linear Regression for Prediction of Infant Brain Development with Incomplete Data , , , , MICCAI 2017, Quebec, Canada, Sep. 10-14, 2017PDF
Deep Multi-Task Multi-Channel Learning for Joint Classification and Regression of Brain Status , , , MICCAI 2017, Quebec, Canada, Sep. 10-14, 2017PDF
Maximum Mean Discrepancy Based Multiple Kernel Learning for Incomplete Multimodality Neuroimaging Data , , , , MICCAI 2017, Quebec, Canada, Sep. 10-14, 2017PDF
Landmark-based Deep Multi-Instance Learning for Brain Disease Diagnosis , , , Medical Image Analysis, Elsevier, 2017
Structured Prediction with Short/Long-Range Dependencies for Human Activity Recognition from Depth Skeleton Data (Oral Presentation) , , , , IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) 2017, Vancouver, CanadaPDF
Kernel-based Joint Feature Selection and Max-Margin Classification for Early Diagnosis of Parkinson's Disease , , , , , Nature, Scietific Reports 2017PDFePDFCode
Multi-Modal Classification of Neurodegenerative Disease by Progressive Graph-Based Transductive Learning , , , , , , Medical Image Analysis, Elsevier, 2017
Brain Fingerprinting for Assessment of Infant Brain Development , , , , OHBM Annual Meeting, Vancouver, Canada, June 25 - 29, 2017PDF
Which one is a better marker for the Diagnosis of Parkinson’s Disease: T1 MRI or DTI , , , ISMRM, Honolulu, HI, USA, April 22-27, 2017PDF
Multi-modal Isointense Infant Brain Image Segmentation with Deep Learning based Methods , , , , , ISMRM, Honolulu, HI, USA, April 22-27, 2017PDF
A Hierarchical Feature and Sample Selection Framework and Its Application for Alzheimer’s Disease Diagnosis , , , , , Nature, Scietific Reports 2017ePDF
Joint Feature-Sample Selection and Robust Diagnosis of Parkinson's Disease from MRI data , , , , , , NeuroImage, 2016PDFCode
Multi-level Canonical Correlation Analysis for Standard-dose PET Image Estimation , , , , , , , , IEEE Transactions on Image Processing (TIP), 2016PDF
Deep Relative Attributes , , Asian Conference on Computer Vision (ACCV) 2016PDFCode
Stability-Weighted Matrix Completion of Incomplete Multi-Modal Data for Disease Diagnosis , , , MICCAI 2016, Athens, Greece, Oct. 17–21PDF
3D Deep Learning for Multi-modal Imaging-guided Survival Time Prediction of Brain Tumor Patients (Oral Presentation) , , , , MICCAI 2016, Athens, Greece, Oct. 17–21PDF
Inherent Structure Based Multi-view Learning with Multi-template Feature Representation for Alzheimer’s Disease Diagnosis , , , IEEE Transactions on Biomedical EngineeringPDF
Non-negative matrix completion for action detection , Image and Vision Computing, Volume 39, July 2015, Pages 38-51PDF
Medical Image Retrieval using Multi-Graph Learning for MCI Diagnostic Assistance , , , , , MICCAI 2015, Munich, Germany, Oct. 5–9, 2015.PDF
Joint Feature Sample Selection and Robust Classification for Parkinson's Disease Diagnosis , , , , MICCAI Workshop on Medical Computer Vision: Algorithms for Big Data (bicMCV 2015), Munich, Germany, Oct. 9, 2015PDF
Joint Diagnosis and Conversion Time Prediction of Progressive Mild Cognitive Impairment (pMCI) Using Low-Rank Subspace Clustering and Matrix Completion , , , MICCAI 2015, Munich, Germany, Oct. 5–9, 2015PDF
A Multi-level Canonical Correlation Analysis Scheme for Standard-dose PET Image Estimation , , , , , MICCAI Workshop on Patch-based Techniques in Medical Imaging (Patch-MI), Munich, Germany, Oct. 9, 2015PDF
Relationship Induced Multi-atlas Learning for Alzheimer’s Disease Diagnosis , , , MICCAI Workshop on Medical Computer Vision: Algorithms for Big Data (bicMCV 2015), Munich, Germany, Oct. 9, 2015PDF
2014
A Multi-Label Weakly-supervised Approach for Discriminative Human Activity Recognition and Localization , , , Asian Conf. on Computer Vision (ACCV), Singapore, Singapore, November 1-5, 2014PDF
Distributed Matrix Completion for Large-scale Multi-label Classification , Intelligent Data Analysis Journal, 18 (6), 2014PDF
2013
Multiview Human Activity Recognition in Distributed Camera Sensor Networks , , Sensors Journal, 13(7), 8750-8770, 2013PDF
Distributed Activity Recognition in Camera Networks via Distributed Low-Rank Matrix Recovery , , ACM/IEEE International Conference on Distributed Smart Cameras (ICDSC), Palm Springs, CA, USA, Oct 29-Nov 1, 2013PDF
Distributed Activity Recognition using Multi-view Consensus SVM , , ACM/IEEE International Conference on Distributed Smart Cameras (ICDSC), Palm Springs, CA, USA, Oct 29-Nov 1, 2013PDF
2011
Model-based Human Gait Tracking, 3D Reconstruction and Recognition in Uncalibrated Monocular Video , , Imaging Science Journal, 59(5), 2011PDF
2010
A Non-parametric Heuristic Algorithm for Convex and Non-Convex Data Clustering Based on Equipotential Surfaces , , , Expert Systems with Applications, 37(4), 3318-3325, 2010PDF
Source parameters estimation of 2003 Bam earthquake Mw 6.5 using empirical Green’s function method, based on an evolutionary approach , , , , Journal of Earth System Science 119(3), 2010PDF
2009
Prediction of Significant Wave Height Using Regressive Support Vector Machines , Ocean Engineering 36(5), 339-347, 2009PDF
Clustering Based Non-parametric Model for Shadow Detection in Video Sequences , , Image Processing, Computer Vision and Pattern Recognition, Lake Tahoe, Nevada, USA, 2009.PDF
Real-time Vehicle Detection Using a Fast Symmetry Detection Algorithm , , 14th National Computer Society of Iran Computer Conference (CSICC), Amirkabir University of Technology, Tehran, Iran, 2009PDF
2008
A Novel Approach for Branch Buffer Consuming Power Reduction , , IEEE Computer Society International Conference on Computer and Electrical Engineering, Taiwan, 2008PDF
Compressed Domain Video Optical Flow Optimization Using Texture Analysis and Homography , , 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 , Conference on Image Processing, Computer Vision and Pattern Recognition, July 17-20, Nevada, USA, 2008PDF
Kinematics Model-based Human Tracking in Monocular Video Sequences , 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 , , , , , 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 2008PDF
2007
A Low-cost Strong Shadow-based Segmentation Approach for Vehicle Tracking in Congested Traffic Scenes , , International Conference on Machine Vision, IEEE, Islamabad, Pakistan 2007PDF
A Genetic Algorithm Based Model for Feature Selection and SVM Kernel Parameters Optimization , 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 , , $15^{th}$ 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 , , 3rd International Symposium on Visual Computing (ISVC), Part II, LNCS 4842, 427-436, Lake Tahoe, Nevada-California, November 26-28, 2007PDF