Neural Interfaces: Electrodes  Chair: Tianruo Guo - University of New South Wales; Reza Abiri - University of Rhode Island;

Neurological Disorders  Chair: Behnaz Ghoraani - Florida Atlantic University; Leanne L.H. Chan - City University of Hong Kong;

Diagnostic Devices & Instrumentation  Chair: Fanny Casado-Pena - Pontificia Universidad Católica del Perú; Maria Eugenia Beltran - Universidad Politécnica de Madrid;

Physiological Systems Modeling 1  Chair: Daniel Franklin - University of Toronto; Marta Carrara - Politecnico di Milano;

Deep Learning Method for ECG Analysis & Arrhythmia Detection  Chair: Nicolai Spicher - University Medical Center Göttingen; Olivier Meste - Université Cote d’Azur, CNRS, Lab I3S;

Methods & Data for AI-DSS  Chair: Prachi Agarwal - Johns Hopkins University; Nima Karimian - West Virginia University;

Surgical Robotics  Chair: Jaydev Desai - Georgia Institute of Technology; Satoshi Miura - Tokyo Institute of Technology;

Computational Models of Medical Devices  Chair: Parvin Zarei Eskikand - University of Melbourne; Jozsef Nagy - eulerian-solutions e.U.;

Innovations in Diagnosis & Monitoring of Pediatric & Prenatal Patients  Chair: Srinivas Kota - University of Texas Southwestern Medical Center;

Medical Image Processing: Tomography & Spectrometry  Chair: Wilson Silva - Utrecht University;

Medical Image Analysis for Diagnosis/Prognosis  Chair: Wajahat Ali Khan - University of Derby; Fan Lam - University of Illinois Urbana-Champaign;

Image Segmentation Using Machine Learning  Chair: Reza Avazmohammadi - Texas A&M University; Kaveri Thakoor - Columbia;

Therapeutic Devices & Systems 1  Chair: Dorin Panescu - -;

Cardiovascular Systems Modeling  Chair: Joseph Palladino - Trinity College; Ramakrishna Mukkamala - University of Pittsburgh;

Signal Processing & Classification for Contactless Systems  Chair: Riccardo Barbieri - Politecnico di Milano; Georgios Mitsis - McGill University;

Time-frequency Analysis of Biomedical Signals  Chair: Alberto Porta - Università degli Studi di Milano; Justin Dauwels - Delft University of Technology;

Deep Learning & Diagnosis  Chair: Mohammad Arif Ul Alam - University of Massachusetts Lowell; Fei He - Coventry University;

Gait Biomechanics & Control  Chair: Anselmo Frizera Neto - UFES; Jerzy Sawicki - Cleveland State University;

Systems Biology & Medicine  Chair: Zhihui Wang - Houston Methodist Research Institute; Shaghayegh Abbasi - University of Portland;

Imaging Technology  Chair: Lejla Alic - University Of Twente; Rana Raza Mehdi - Texas A&M University;

Sensing for Electrical Activity  Chair: Sanghoon Lee - DGIST; Wen Qi - South China University of Technology;

Activity, Gait, and Postures 2  Chair: Manuel Hernandez - University of Illinois Urbana-Champaign; Sandra Hnat - Louis Stokes Cleveland VA Medical Center;

Analysis of Cancer Imaging Data  Chair: Maksym Gaiduk - HTWG Konstanz - University of Applied Sciences; Recep Avci - University of Auckland;

MRI Image Reconstruction  Chair: Ethan Murphy - Dartmouth College;

Brain-computer & Brain-machine Interfaces 1  Chair: Tianruo Guo - University of New South Wales; Srinivas Kota - University of Texas Southwestern Medical Center;

Brain Functional Imaging  Chair: Vince D. Calhoun - TReNDS Center; Jie Luo - Shanghai Jiao Tong University;

Autonomic Control, Simulation, & Modeling  Chair: Daniel Franklin - University of Toronto; Alberto Porta - Università degli Studi di Milano;

ML/DL & Clinical Applications  Chair: Ahsan Khandoker - Khalifa University of Science and Technology; Arianna Dagliati - University of Pavia;

Musculoskeletal Models & Their Applications  Chair: Diego Paez-Granados - ETH Zürich; Feng Lin - Zhejiang Lab ;

Computational Modeling & Simulations in Biology, Physiology & Medicine: Biomechanics  Chair: Dimitrios Fotiadis - University of Ioannina; Jozsef Nagy - eulerian-solutions e.U.;

Activity, Gait, and Postures 1  Chair: Edward Sazonov - University of Alabama; May Mansy - University of Florida;

Brain Imaging Data Analysis  Chair: Fei He - Coventry University; Georgios Mitsis - McGill University;

Novel Image Reconstruction Techniques  Chair: Jim Ji - Texas A&M University; Wilson Silva - Utrecht University;

Brain-computer & Brain-machine Interfaces 2  Chair: Richard Reilly - Trinity College & University of Dublin; Giulia Corniani - Harvard University;

Motor Learning, Neural Control & Neuromuscular Systems  Chair: Abbas James - University of Arkansas; Luke Osborn - Case Western Reserve University;

Clinical Engineering & Health Technology Management  Chair: Colin Barry - University of California, San Diego; Reza Avazmohammadi - Texas A&M University;

Cardiorespiratory Signal Processing  Chair: Georgios Mitsis - McGill University; Antonis Sakellarios - University of Patras;

ECG Signal Processing Methods & Applications  Chair: Ahsan Khandoker - Khalifa University of Science and Technology; Roneel Sharan - University of Essex;

Brain Patterns & Networks from fMRI  Chair: Gaetano Valenza - University of Pisa; Vince D. Calhoun - TReNDS Center;

Upper Limb Prostheses  Chair: Arif Rahman - Hawai’i Pacific University; Maria Eugenia Beltran - Universidad Politécnica de Madrid;

Computational Modeling of Cardiorespiratory Function & Hemodynamics  Chair: Zhihui Wang - Houston Methodist Research Institute; Riccardo Barbieri - Politecnico di Milano;

Brain-computer & Brain-machine Interfaces 5  Chair: Yiwen Wang - Hong Kong University of Science and Technology; Jack Judy - University of Florida;

Medical Image Processing: MRI, Ultrasound & CT  Chair: Miguel Coimbra - INESC TEC & University of Porto;

Bio & Bioelectric Sensors   Chair: Baibhab Chatterjee - University of Florida; Rylie Greene - Imperial College London;

Deep Learning for Medical Image Analysis  Chair: Mahsa Ranji - Florida Atlantic University; Ethan Murphy - Dartmouth College;

Artificial Intelligence for MRI  Chair: Matheus Cerqueira - University of Campinas;

Brain-computer & Brain-machine Interfaces 3  Chair: Cuntai Guan - Nanyang Technological University; Paolo Bonato - Harvard Medical School;

Neurorehabilitation  Chair: Leanne L.H. Chan - City University of Hong Kong; Diego L. Guarin - University of Florida;

Devices for Ambulatory Use & Independent Living  Chair: Tanvi Banerjee - Wright State University; Fanny Casado-Pena - Pontificia Universidad Católica del Perú;

Electrophysiology  Chair: Daniël Pijnappels - Leiden University Medical Center; Antonis Sakellarios - University of Patras;

Signal Processing & Classification of Electromyographic Signal  Chair: Seyedfakhreddin Nabavi - Memorial University & McGill University Health Centre; Maria Eugenia Beltran - Universidad Politécnica de Madrid;

Biomedical Signal Processing for Epilepsy  Chair: Maria Fernanda Cabrera Umpierrez - Universidad Politécnica de Madrid;

Digital Biomarkers  Chair: Maria Athanasiou - National Technical University of Athens; Nicolai Spicher - University Medical Center Göttingen;

Computational Modeling for Sensors and Stimulation Devices  Chair: Shaghayegh Abbasi - University of Portland; Parvin Zarei Eskikand - University of Melbourne;

Cardio & Pulmonary Sensing  Chair: Ahmar Shah - University of Edinburgh; Esteban Pino - Universidad de Concepción;

Medical Image Segmentation & Classification  Chair: Yimeng Dou - University of Wisconsin - Madison; Rita Huan-Ting Peng - University of Illinois Urbana-Champaign & Carle Foundation Hospital;

Ultrasound Imaging  Chair: Ulas Bagci - Northwestern University; Kwangtaek (Samuel) Kim - Kent State University;

Brain-computer & Brain-machine Interfaces 4  Chair: Yingchun Zhang - University of Miami; Takashi Kozai - University of Pittsburgh;

Neural Signal Processing 1  Chair: Chun-Shu Wei - National Yang Ming Chiao Tung University; Anu Aggarwal - University of Illinois Urbana-Champaign;

Image-guided Devices & Therapies  Chair: Andrei Dragomir - National University of Singapore; Maria Athanasiou - National Technical University of Athens;

Sleep Bioengineering 1  Chair: Azadeh Yadollahi - University Health Network; Thomas Penzel - Charite University Hospital;

Signal Processing & Classification for Emotion Recognition  Chair: Camilo Valderrama - University of Winnipeg; Suzan Meijs - Aalborg University;

Deep Learning for Clinical Applications  Chair: Yuan Yang - University of Illinois Urbana Champaign; Ranadip Pal - Texas Tech University;

ML Applications for Diagnosis  Chair: Catherine Stamoulis - Harvard Medical School;

Methods in Biomechanics & Motor Control  Chair: Brooke Slavens - University of Wisconsin - Milwaukee; Satoshi Miura - Tokyo Institute of Technology;

Computational Modeling & Simulations in Biology, Physiology & Medicine: Neural Systems & Predictive Models  Chair: Zhihui Wang - Houston Methodist Research Institute; Shaghayegh Abbasi - University of Portland;

Digital Assessment of Children Wellbeing: Development, Learning & Recovery  Chair: Gelan Ayana - Jimma University;

Cardiovascular Sensing 1  Chair: Yeon Noh - University of Massachusetts Amherst; Emer Doheny - University College Dublin;

Molecular, Infrared & Other Novel Imaging Modalities  Chair: Lejla Alic - University Of Twente;

Optical Imaging  Chair: Kuang Gong - University of Florida;

Signal Processing for Movement  Chair: Riccardo Barbieri - Politecnico di Milano; Marta Carrara - Politecnico di Milano;

Neural Stimulation & Modulation 1  Chair: Yuan Yang - University of Illinois Urbana Champaign; Michela Chiappalone - University of Genova;

Neural Signal Processing 2  Chair: Mathew Yarossi - Northeastern University; Andrei Dragomir - National University of Singapore;

Drug Delivery Systems  Chair: Geoffrey Gray - Johns Hopkins All Children’s Hospital; Jason Chiang - University of California, Los Angeles;

Cardiovascular Devices  Chair: Cecilia Vera - Universidad Politécnica de Madrid; Alejandro Medrano - Universidad Politecnica de Madrid;

Signal Processing & Classification of Photoplethysmographic Signals  Chair: Kim Sunghan - East Carolina University; Miodrag Bolic - University of Ottawa;

Functional Connectivity, Directionality, & Causality  Chair: Lei Ding - University of Oklahoma; Suzan Meijs - Aalborg University;

Imaging Informatics  Chair: June-Woo Kim - Amazon & Kyungpook National University; Marco Simoes - Universidade de Coimbra;

Human-robot Interaction  Chair: Minas Liarokapis - The University of Auckland; Giuseppe Fico - Universidad Politécnica de Madrid;

Bionanotechnology & BioMEMS  Chair: Esmaiel Jabbari - University of South Carolina; Dan Nicolau - McGill University;

Biomedical Engineering Education & Curriculum  Chair: Hans van Oostrom - University of Florida; Tianruo Guo - University of New South Wales;

Cardiovascular Sensing 2  Chair: In Cheol Jeong - Hallym University; Paurakh Rajbhandary - Stanford University;

Image Registration  Chair: Lejla Alic - University Of Twente; Reza Tafreshi - Texas A&M University at Qatar;

MRI Processing  Chair: Lejla Alic - University Of Twente; Rana Raza Mehdi - Texas A&M University;

Neural Stimulation & Modulation 2  Chair: Abbas James - University of Arkansas; Brooke Slavens - University of Wisconsin - Milwaukee;

Neural Signal Processing 3  Chair: Paolo Bonato - Harvard Medical School; Mohsen Rakhshan - University of Central Florida;

Computer Modeling & Simulation  Chair: Maria Athanasiou - National Technical University of Athens; Dorin Panescu - -;

Signal Processing & Classification Methods for Sleep Studies  Chair: Maksym Gaiduk - HTWG Konstanz - University of Applied Sciences; Filipe Barata - ETH-Zurich;

Machine Learning for Brain Electrical Signals  Chair: Lei Ding - University of Oklahoma; Luciano Minuzzi - McMaster University;

AI & Biological Data  Chair: Venkata Chaitanya Chirumamilla - Children’s National Hospital; Arianna Dagliati - University of Pavia;

Gait & Posture Control  Chair: Arturo Forner Cordero - University of São Paulo; Anselmo Frizera Neto - UFES;

Brain Physiology & Modeling, Brain Computer Interface  Chair: Catherine Stamoulis - Harvard Medical School; Richard Reilly - Trinity College & University of Dublin;

Neural Engineering & Diagnostic Systems  Chair: Abasalo Daniel - University of Surrey; Andres Pena - University of Arkansas;

Fair Technology for Maternal & Womens' Health & Wellbeing  Chair: Maria Fernanda Cabrera Umpierrez - Universidad Politécnica de Madrid; Farah Deeba - University of North Carolina at Charlotte;

Soft, Flexible, & Implantable Sensing  Chair: Ulkuhan Guler - WPI; Foram Madiyar - Embry Riddle Aeronautical University;

Movement Disorders & Rehabilitation  Chair: Paolo Bonato - Harvard Medical School; Na Jin Seo - Medical University of South Carolina;

Image Segmentation from Micro to Macro  Chair: Marek Wodzinski - AGH University of Krakow; Chiara Coletti - Delft University of Technology;

MRI Acquisition  Chair: Wilson Silva - Utrecht University; Seowung Leem - University of Florida;

Biosignals & Classifiers  Chair: Sirat Samyoun - Cornell Tech; Rita Huan-Ting Peng - University of Illinois Urbana-Champaign & Carle Foundation Hospital;

Neural Stimulation, Human Performance  Chair: Jie Luo - Shanghai Jiao Tong University; James Weiland - University of Michigan;

Neural Signal Processing 4  Chair: Yiwen Wang - Hong Kong University of Science and Technology; Jack Judy - University of Florida;

Signal Processing & Classification Methods for Wearable Sensors  Chair: Ukash Nakarmi - University of Arkansas; Prachi Agarwal - Johns Hopkins University;

Learning, Detecting, & Classifying Alzheimer's Disease  Chair: Han Yuan - University of Oklahoma; Srinivas Kota - University of Texas Southwestern Medical Center;

Physiology Modeling & ML  Chair: Elizabeth Healey - Massachusetts Institute of Technology; Kelvin Summoogum - University of Greenwich;

Lower limb Rehabilitation & Assistance Robots  Chair: Ghaith Androwis - Kessler Foundation; Yuan Yang - University of Illinois Urbana Champaign;

Biomedical Imaging & Microfluidics  Chair: Manuel Hernandez - University of Illinois Urbana-Champaign;

Sensing for Sleep, Stress, & Emotion  Chair: Koichi Fujiwara - Nagoya University; Tiantian Feng - University of Southern California;

Novel Sensing & Applications 1  Chair: Changqing Jiang - Tsinghua University; Christopher Pulliam - Case Western Reserve University;

Motor And sensory Neuroprosthesis & Implant  Chair: Suzan Meijs - Aalborg University; Michela Chiappalone - University of Genova;

Biomedical Signal Processing by Deep Learning  Chair: Srinivas Kota - University of Texas Southwestern Medical Center; Yue Hu - Harbin Institute of Technology;

Signal Processing in Brain Computer Interface  Chair: Paolo Bonato - Harvard Medical School; Fan Lam - University of Illinois Urbana-Champaign;

Sensors, Wearables & IoT  Chair: Ramana Vinjamuri - University of Maryland, Baltimore County; Zhao Ren - University of Bremen;

Myoelectric Control  Chair: Jerzy Sawicki - Cleveland State University; Feng Lin - Zhejiang Lab ;

Artificial Intelligence for Ultrasound Imaging  Chair: Yimeng Dou - University of Wisconsin - Madison; Kaveri Thakoor - Columbia;

Wireless Communication for Sensing  Chair: Edwin Kan - Cornell; Amir Javan-Khoshkholgh - CSU Sacramento;

Novel Sensing & Applications 2  Chair: Michael Mcshane - Texas A&M University; Shengjie Zhai - University of Nevada Las Vegas;

Motor Learning, Neural Control & Neurorehabilitation  Chair: Shaomin Zhang - Zhejiang University; Andrei Dragomir - National University of Singapore;

Image Segmentation Using Deep Learning   Chair: Wei Shao - University of Florida;

Imaging: Ionizing Methods  Chair: Kuang Gong - University of Florida;

Machine Learning & Deep learning for Brain Signals  Chair: TBA

Deep Learning in Medical Imaging  Chair: TBA

Machine Learning & Deep Learning for Heart & Vascular Signals  Chair: TBA

Connectivity & Causality  Chair: TBA

Signal Processing in Movements, Gaits, & Controls  Chair: TBA

Time-frequency, Time-scale & Nonlinear Dynamic Analysis  Chair: TBA

Imaging  Chair: TBA

Image Segmentaton  Chair: TBA

Bionanotechnology  Chair: TBA

Computational Modeling & Simulations in Biology, Physiology & Medicine  Chair: TBA

Cardiac & Vascular Mechanics  Chair: TBA

Circulatory System Modeling  Chair: TBA

Cardiorespiratory System Modeling  Chair: TBA

Neural Interfaces, Systems & Rehabilitation   Chair: TBA

Neural Stimulation, Prosthesis, & Control  Chair: TBA

Wearable & Implantable Sensors & Systems  Chair: TBA

Robot-aided Surgery  Chair: TBA

Robotic Orthoses & Prostheses  Chair: TBA

New Technologies in Robotics, Biomechanics & Human/Robot Interaction  Chair: TBA

Therapeutic Devices & Systems 2  Chair: TBA

Focus on AI methods  Chair: TBA

Global Biomedical Technology  Chair: TBA

Technology for Women & Children’s Health/Equity & Access for Well-health  Chair: TBA

Machine Learning in Healthcare & Human Activities  Chair: TBA

Physiological Systems Modeling 2  Chair: TBA

Signal Processing Using Machine/Deep Learning  Chair: TBA

Signal Pattern Classification  Chair: TBA

Electromagnetic Source & Impedance Imaging  Chair: TBA

Image Enhancement, Compression, Reconstruction & Visualization  Chair: TBA

Medical Image Analysis & Classification  Chair: TBA

Cardiac Electrophysiology  Chair: TBA

Sensors & Devices  Chair: TBA

Sleep Bioengineering 2  Chair: TBA

Brain-computer & Brain-machine Interfaces  Chair: TBA

Neural Signal Processing & Brain Imaging 1  Chair: TBA

Neural Signal Processing & Brain Imaging 2  Chair: TBA

Physical & Physiological Sensing  Chair: TBA

Rehabilitation Robotics   Chair: TBA

Human Motor Control Analysis with Musculoskeletal & Motor Control Models  Chair: TBA

Therapeutic Devices & Systems 3  Chair: TBA

Sensors & Applications  Chair: TBA

Analysis of Clinical and Biological Data & Knowledge  Chair: TBA