26-30 July 2026

EMBC 2026

Toronto, Canada
Tu.P22.C-71

DEEP LEARNING ANALYSIS OF SPECTRAL AND SPATIAL EEG PATTERNS EVOKED BY DIFFERENT NOISE BACKGROUNDS

Xianhui Wang, San Diego State University; Yang Ni, Purdue University Northwest; Wenjun Huang, Mobina Malekifar, Mohsen Imani, Fan-Gang Zeng, University of California Irvine

Session:
Tu.P22: Neural Signal Processing I Poster

Track:
Neural and Rehabilitation Engineering

Location:
Hall E; Bay C, Board #71

Presentation Time:
Tuesday, 28 July, 16:30 - 18:30

Presentation
Discussion
Resources
No resources available.
Session Tu.P22
Tu.P22.C-59: Benchmarking Vision-Language Models for Epilepsy Classification from Multi-Channel EEG Recordings: A Comparative Study of Closed-Source and Open-Source Architectures
Yousif Kashef Al-Ghetaa, University of Toronto; Milad Lankarany, United Health Network
Tu.P22.C-60: Phase-Dependent Neuromuscular Analysis Using sEMG Towards Robotic Gait Assistance After Spinal Cord Injury
Yoshiori Fujii, University of Tsukuba; Shreyasvi Natraj, ETH Zurich; Inge Eriks-Hoogland, Swiss Paraplegic Center; Robert Riener, ETH Zurich; Kenji Suzuki, University of Tsukuba; Diego Paez-​Granados, ETH Zurich
Tu.P22.C-61: GAZE2SEG: CONVERTING CLINICIAN ATTENTION INTO HIGH-PRECISION WHOLE SLIDE IMAGING MASKS WITH SAM
Muhammad Ali Haider, National University of Sciences and Technology (NUST); Faisal Shafait, National University of Sciences and Technology (NUST), National Center of Artificial Intelligence (NCAI); Amber Kiyani, Qatar University; Tooba Jaffarey, AI Lounge; Syed Ali Khurram, University of Sheffield; Hassan Aqeel Khan, Aston University
Tu.P22.C-62: A MULTIMODAL MODELING FRAMEWORK FOR SUICIDE RISK PREDICTION IN COLLEGE STUDENTS
Nisa Naik, Boston University; Cailyn Chien, Weston High School; Clara LeMaitre, Sridevi Sarma, Johns Hopkins University
Tu.P22.C-63: Brain Network Trajectories During Cognitive Effort–Based Seizure Intervention
Kyra Bowden, Massachusetts Institute of Technology; Mahsa Khoshkou, Sridevi Sarma, Johns Hopkins University; Joon-yi Kang, Johns Hopkins School of Medicine
Tu.P22.C-64: WAVESAGE: WAVELET AND SHAP EMPOWERED EXPLAINABLE AI FOR EEG MICRO-EVENT LOCALIZATION
Abdul Moiz, Zikrullah Rehman, Hira Masood, National University of Sciences and Technology (NUST); Saima Shafait, Fauji Foundation Hospital (FFH); Faisal Shafait, Muhammad Naseer Bajwa, National University of Sciences and Technology (NUST); Hassan Aqeel Khan, Aston University
Tu.P22.C-65: SURVEY AND STANDARDIZATION FRAMEWORK FOR EEG SIGNAL PROCESSING IN ROBOTICS
Tjalf Caesar, Universität zu Lübeck; Monica Perez-Serrano, ETH Zürich; Hawzhin Hozhabr Pour, Sebastian Fudickar, Universität zu Lübeck; Diego Paez-Granados, ETH Zürich
Tu.P22.C-66: Sudden Unexpected Death in Epilepsy Risk Assessment using Cardiorespiratory Phase-Amplitude Coupling and Machine Learning
Efe Tascioglu, Adam Gravitis, Berj Bardakjian, University of Toronto
Tu.P22.C-67: MT-WAN: IMPLICIT WINDOW SUPERVISION FOR PHASE-AWARE EEG PAIN DECODING VIA MULTI-TASK LEARNING
Dilanjan Diyabalanage, Aditi Satsangi, Giovanni Pellegrino, Andrea Soddu, Apurva Narayan, Western University
Tu.P22.C-68: CHARACTERISING TEMPORAL STABILITY REQUIREMENTS FOR FREQUENCY-DEPENDENT EEG HYPERSCANNING: A MULTI-AMPLIFIER COMPARISON
Mark Grimes, Richard Reilly, Alejandro Lopez Valdes, Trinity College Dublin
Tu.P22.C-69: SEIZURE DETECTION USING GRAPH TRANSFORMER WITH DYNAMIC LEARNING
Anas Enanaa, Sai Sanjay Balaji, Keshab K. Parhi, University of Minnesota Twin Cities
Tu.P22.C-70: Time-Resolved Normalized EEG Variability Reveals Frequency-Dependent Eye-State Signatures of Pediatric Autism
Gal Hanuka, Yonatan Savir, Technion
Tu.P22.C-71: DEEP LEARNING ANALYSIS OF SPECTRAL AND SPATIAL EEG PATTERNS EVOKED BY DIFFERENT NOISE BACKGROUNDS
Xianhui Wang, San Diego State University; Yang Ni, Purdue University Northwest; Wenjun Huang, Mobina Malekifar, Mohsen Imani, Fan-Gang Zeng, University of California Irvine
Tu.P22.C-72: IN-EAR EEG FOR CLOSED-LOOP AUDIO AND VISUAL NEUROFEEDBACK
Min Suk Lee, Shadvi Aravindh, Chetan Pathrabe, Abhinav Uppal, Adyant Balaji, UCSD; Akshay Paul, Yuchen Xu, INC; Gert Cauwenberghs, UCSD
Tu.P22.C-73: Identifying Recurrent Abnormal iEEG Signal Patterns in Epilepsy Using Anomaly Detection and Unsupervised Clustering
Nawara Mahmood Broti, Meiji University; Masaki Iwasaki, National Center of Neurology and Psychiatry; Yumie Ono, Meiji University
Resources
No resources available.