26-30 July 2026

EMBC 2026

Toronto, Canada
We.P20: Deep learning / Machine Learning II
Wednesday, 29 July, 16:30 - 18:30
Location: Hall E
Session Type: Poster
Theme 1: Biomedical Signal Processing
Poster Board: A-26

We.P20.A-26: EVALUATING CLINICAL FEATURE UTILITY IN MACHINE LEARNING DETECTION OF LEFT VENTRICULAR HYPERTROPHY

Anne Mihai, Algoverse AI Research; Erik Gutierrez, Purdue University; Karina Roano-Aguilera, Brady Bartram, Algoverse AI Research; Ryan Bui, University of California, Irvine; Kevin Zhu, University of California, Berkeley
Poster Board: A-27

We.P20.A-27: FEASIBILITY OF DEEP LEARNING FOR CONTACTLESS BLOOD PRESSURE ESTIMATION USING MORPHOLOGICAL FEATURES OF RPPG

Hyojin Jo, Dogyun Park, Sejik Oh, Yi Gyeom Kim, Nam Kyu Kwon, Yeungnam University
Poster Board: A-28

We.P20.A-28: Latent Trajectory Analysis of Uterine Contractions for Labor Monitoring

Yu Honda, Hiroshi Kawaguchi, Shintaro Izumi, Kobe University
Poster Board: A-29

We.P20.A-29: Foundation Models for Wearable Sensors: Architecture and Health-Domain Landscape

Shahab Alizadeh, University of Calgary; C.J. Pakenham, University of Waterloo; Rashmita Chatterjee, Sayeh Bayat, University of Calgary
Poster Board: A-30

We.P20.A-30: FESTA-NET: A GENERALIZABLE TEMPORAL-ALIGNMENT NETWORK FOR ROBUST AFFECTIVE AND COGNITIVE STATE DECODING FROM FNIRS AND EEG

Minsu Kim, Kyeonggu Lee, Minyoung Chun, Hyerin Nam, Chang-Hwan Im, Hanyang University
Poster Board: A-32

We.P20.A-32: MACHINE LEARNING EEG BIOMARKERS IN SYNGAP1 RODENT MODELS

Nikoo Moradi, Melissa Fasol, Hollan Haule, Javier Escudero, Alfredo Gonzalez-Sulser, University of Edinburgh
Poster Board: A-35

We.P20.A-35: MONTAGE-AGNOSTIC EEG FOUNDATION MODEL

Jamiyan Sukhbaatar, Satoshi Imamura, Ibuki Inoue, Shoya Murakami, Kazi Mahmudul Hassan, Seungwoo Han, Ingon Chanpornpakdi, Toshihisa Tanaka, Tokyo University of Agriculture and Technology
Poster Board: A-36

We.P20.A-36: TIME-OF-FLIGHT CAMERA-BASED NON-CONTACT HEART RATE ESTIMATION WITH DEPTH GUIDED ATTENTION

Yoon-Seop Lim, Seok-Jun Ahn, Yong-Hwa Park, Korea Advanced Institute of Science and Technology
Poster Board: A-37

We.P20.A-37: INSTABILITY SCREENING AND SELECTIVE FINE-TUNING FOR CUFFLESS BLOOD PRESSURE ESTIMATION USING PHOTOPLETHYSMOGRAPHY

Gahyeon Kim, Handong Global University; Yunseok Seo, Hyeon Sik Shin, D-triple Inc.; Daeun Gwon, Minkyu Ahn, Handong Global University
Poster Board: A-39

We.P20.A-39: TWO-STAGE TRANSFER LEARNING FOR ROBUST EMOTION RECOGNITION WITH SPARSE ELECTROENCEPHALOGRAPHY CHANNELS

Joshua Lee, Minsu kim, Wooseok Hyung, Ye-sung Kim, Chang-Hwan Im, Hanyang University
Poster Board: A-40

We.P20.A-40: A Transformer-CNN Hybrid Model for EEG Artifact Detection

Hsiang-Han Chen, Hsuan-Fu Chen, National Taiwan Normal University
Poster Board: A-41

We.P20.A-41: MORPHOLOGY-AWARE, AUTOENCODER-DERIVED BIOMARKERS FOR BLOOD PRESSURE DRIVEN CLASSIFICATION OF POTS

Ali Al-Khaz'Aly, Sayeh Bayat, Satish R. Raj, University of Calgary; Martin Miranda-Hurtado, Pontificia Universidad Católica de Chile
Poster Board: A-42

We.P20.A-42: FRACTURE PREDICTION USING DEEP LEARNING

Rachel Leung, Sunnybrook Research Institute; Allison Tolgyesi, PwC; Kennice Wong, University of Toronto; Cari Whyne, Michael Hardisty, Sunnybrook Research Institute