26-30 July 2026

EMBC 2026

Toronto, Canada
Th.2.7: Edge-AI & ML on Wearables
Thursday, 30 July, 10:15 - 11:45
Location: Room 701B
Session Type: Oral
Session Co-Chairs: Erdenebayar Urtnasan and Taha Morshedzadeh
Theme 6: Wearable Biomedical Sensors and Systems
Thu, 30 Jul, 10:15 - 10:30

Th.2.7.1: EDGEBNN-APNEA: A LIGHTWEIGHT BINARY NEURAL NETWORK FOR REAL-TIME SLEEP APNEA DETECTION ON WEARABLE DEVICES
Jiaying Li, Ninghao Pu, Cheng Huang, Bingqing Ma, Hao Liu, Southeast University
Thu, 30 Jul, 10:30 - 10:45

Th.2.7.2: PalmBNN: A Mixed-Precision Binary Neural Network for Efficient Contactless Patient Identification on Edge Devices
Bingqing Ma, Zhenyang Ding, Cheng Huang, Jiaying Li, Hao Liu, Southeast University
Thu, 30 Jul, 10:45 - 11:00

Th.2.7.3: ATOMSIGNET: SCALING AFFECTIVE REASONING WITH ATOMIC BIOSIGNAL DIFFUSSION
Ritik Verma, Sreyasee Das Bhattacharjee, Sabir Thapa Chhetri, Wenyao Xu, SUNY at Buffalo
Thu, 30 Jul, 11:00 - 11:15

Th.2.7.4: TOWARD REAL-TIME CIRCADIAN PHASE ESTIMATION WITH LOW LATENCY FROM WEARABLE SENSING DATA
Mengzhu Xu, Nemanja Cabrilo, Eindhoven University of Technology; Merel van Gilst, Eindhoven University of Technology and Center for Sleep Medicine Kempenhaeghe; Jean-Paul Linnartz, Eindhoven University of Technology
Thu, 30 Jul, 11:15 - 11:30

Th.2.7.5: Development of an Lightweight Machine Learning Framework for Point- of-Care of Metabolic Syndrome using Actigraphy
Doljinsuren Enkhbayar, Somin Oh, Jaehong Key, Erdenebayar Urtnasan, Yonsei University
Thu, 30 Jul, 11:30 - 11:45

Th.2.7.6: STATISTICAL AND MACHINE LEARNING MODELING FOR OLDER ADULTS CONDITION: CLASSIFICATION RESULTS FROM MULTIMODAL SENSORIZED ENVIRONMENT
Andrea Piccardo, Giulia Bodo, Lorenzo Marucchi, Italian Institute of Technology; Romina Custureri, Ekaterini Zigoura, Barbara Senesi, Wanda Morganti, Emanuele Seminerio, E.O. Ospedali Galliera; Giulio Sciortino, Gianluca Bailo, Carlos Beltran, Matteo Laffranchi, Italian Institute of Technology