***First Place***

Chun-Yi Zac Lo, Huei-Min Liu

Paper Title: Neurodegenerative Changes in Structure-Function Coupling of White Matter in Alzheimer's Disease Using Multimodal MRI

***Second Place***

Che-Wei Lin, Febryan Setiawan, Cheng-Yu Lin

Paper Title: Real-Time Identification of REM and Non-REM Obstructive Sleep Apnea Using a Custom-Designed Lightweight Convolutional Neural Network on Single-Lead ECG Signals

***Third Place***

Sheng-Min Huang, Li-Wei Kuo

Paper Title: Brain Network Changes in the Harmaline Induced Tremor Rat Model

Honorable Mention

Shao-Hung Lu, Tieh-Cheng Fu, Cheng-Lun Tsai

Paper Title: Skeletal Muscle Oxygen Consumption Dynamic Features Base on Near-Infrared Spectroscopy 

IFMBE Student Paper Competition

***First Place***

Phuc Thi Mai, Rou-Shayn Chen, Guo-Sheng Li, Chin-Song Lu,

Hsiao-Long Chan, Ya-Ju Chang 

Paper Title: The Effect of Visual Cue on Anticipatory Postural Adjustments during Gait Initiation in Individuals with Parkinson’s Disease 

***Second Place***

Tung-Shen Lin, Chi-Chun Chiang, Hsiu-Yun Hsu, Che-Wei Lin 

Paper Title: Virtual Reality Multisensory Cooperative Task-Oriented Mirror Therapy for Stroke Rehabilitation 

***Third Place***

Ponpatcharee Nipattanon, Che-Wei Lin

Paper Title: Event-Based Detection of Obstructive Sleep Apnea Using YOLOv8 and Electrocardiogram Spectrograms

Honorable Mention

Jyun-Siyan Chu, You-Liang Xie, Che-Wei Lin 

Paper Title: A Lightweight Metric-Based Few-Shot Learning Approach for Ectopic Heartbeat Classification in Real-World and Balanced Data Distribution

Honorable Mention

Ling-Chun Hung, Higuchi Akon

Paper Title: Purification of Colon Cancer Cells Using Membrane Filtration Method via

Modified Porous Polymeric Membranes

Honorable Mention

Cheng-Yang Lee, Cheng-Wei Chen, Che-Wei Lin 

Paper Title: Comparing the Hardware Efficiency and Accuracy of 1D and 2D Convolutional Neural Networks for Ectopic Beat Detection on ARM Embedded Systems 

IFMBE Scientific Challenge Competition

***First Place***

Paolo Giaccone, Daniele Sasso, Margherita A.G. Matarrese, Mario Merone, Leandro Pecchia

Paper Title: Predicting Emotional States from Multi-Modal Physiological Data Using Multi-Expert Ensemble Systems and Graph Neural Networks 

***Second Place***

Zi-Xiang Tsai, Li-Yun Tseng, Rong Huan Huang, Pin Han Chen, Chun-Yi Zac Lo

Paper Title: Innovative Cascade and Deep Learning Models Based on fMRI Data for Accurate Emotion Prediction

***Third Place***

TingRay Chung, Srihaan Seelam

Paper Title: Predicting Emotional Valence from fMRI and Physiological Data: An Ablation Study and Model Comparison

Honorable Mention

Marek Sokol, Jan Hejda, Petr Volf, Patrik Kutílek

Paper Title: Multimodal Emotion Recognition through a Hybrid CNN-GCN Model Integrating Neuroimaging and Physiological Data 

Honorable Mention

Suparerk Janjarasjitt

Paper Title: Application of Wavelet Scattering Transform on BOLD Signals for Emotion Recognition

Honorable Mention

Po-Han Huang, Yu-Chen Lin, Shao-Hung Lu, Shi-Yi Wu, Cheng-Lun Tsai

Paper Title: fMRI Activity Slop Feature with Poincare Plot for Emotion Classification  

Honorable Mention

Ching-Ping Wang, Hsiang-Chin Chien, Hao-Jen Wang, Hong-Kun Lin, Chi-Sheng Chang, Xin-Yu Chen, Shao-Pu Lu, Chia-Yen Lee, Jung-Chin Chen

Paper Title: Advancing Emotional State Recognition Using Multi-Task Learning with Dual CNN-LSTM