IEEE-EMBS International Conference on Biomedical and Health Informatics (BHI) 2024
10 – 13 November 2024 Houston, TX USA
RegFSC-Net: Medical Image Registration via Fourier Transform with Spatial Reorganization and Channel Refinement Network
K. He, C. Liu, X. Dan, H. Shi, H. Zhang, Z. Kunyuan
The basic framework of RegFSC-Net benefits from efficient lightweight feature extraction modules SRM and CRM, and incorporates the Fourier Transformation to achieve registration accuracy comparable to state-of-the-art methods with fewer parameters and shorter runtimes. Experimental results show that RegFSC-Net outperforms various state-of-the-art methods. Specifically, in comparison to the widely recognized Transformer-based method TransMorph, RegFSC-Net utilizes only around 8.2% of its parameters, resulting in a 1.95% higher Dice score and significantly faster inference speeds of 126.67% and 419.99% on GPU and CPU, respectively. Furthermore, we also designed three variants of RegFSC-Net and demonstrated their potential applications in computer-aided diagnosis.
Seven Things to Know about Exercise Classification with Inertial Sensing Wearables
Phan, Vu; Song, Ke; Silva, Rodrigo Scattone; Silbernagel, Karin Gravare; Baxter, Josh R.; Halilaj, Eni
Understanding the role of self-attention in a Transformer model for the discrimination of SCD from MCI using resting-state EEG
Sibilano, Elena; Buongiorno, Domenico; Lassi, Michael; Grippo, Antonello; Bessi, Valentina; Sorbi, Sandro; Mazzoni, Alberto; Bevilacqua, Vitoantonio; Brunetti, Antonio
Model and Data Dual-Driven Double-Point Observation Network for Ultra-Short MI EEG Classification
Niu, Xu; Lu, Na; Yan, Ruofan; Luo, Huan
An EEG Study on β−γ Phase-Amplitude Coupling-Based Functional Brain Network in Epilepsy Patients
Lu, Junfeng; Li, Anyu; Li, Kaijie; Yu, Renping; Hu, Yuxia; Zhang, Rui; Zhang, Lipeng; Wan, Hong; Chen, Mingming
Tracking Tidal Volume from Holter and Wearable Armband Electrocardiogram Monitoring
Lázaro, Jesús; Reljin, Natasa; Bailón, Raquel; Gil, Eduardo; Noh, Yeonsik; Laguna, Pablo; Chon, Ki
Removal of Ocular and Muscular Artifacts from Multi-channel EEG Using Improved Spatial-Frequency Filtering
Wuxiang, Shi; Li, Yurong; Cai, Naiqing; Chen, Rukai; Wei, Cao; Li, Jixiang
SPARK: a high-efficiency black-box domain adaptation framework for source privacy-preserving drowsiness detection
Li, Ruilin; LIQIANG, YUAN; Cui, Jian; Siyal, Mohammad
Imaging Informatics
SCAC: A Semi-Supervised Learning Approach for Cervical Abnormal Cell Detection
Zhang, Zheng; Yao, Peng; Chen, Mingxiao; Zeng, Liang; Shao, Pengfei; Shen, Shuwei; Xu, Ronald
RegFSC-Net: Medical Image Registration via Fourier Transform with Spatial Reorganization and Channel Refinement Network
He, Kangjian; Liu, Chenou; dan, Xu; Shi, Hongzhen; Zhang, Hao; Kunyuan, Zhao
Deep Self-reconstruction Fusion Similarity Hashing for the Diagnosis of Alzheimers Disease on Multi-modal Data
Wu, Tian-Ru; Jiao, Cui-Na; Cui, Xin-Chun; Wang, Yan-Li; Zheng, Chun-Hou; Liu, Jin-Xing
NKUT: Dataset and Benchmark for Pediatric Mandibular Wisdom Teeth Segmentation
Zhou, Zhenhuan; Chen, Yuzhu; He, Along; Que, Xitao; Wang, Kai; Yao, Rui; Li, Tao
A Two-Stage Generative Model with CycleGAN and Joint Diffusion for MRI-based Brain Tumor Detection
Zhu, Yanjie; Wang, Wenxin; Cui, Zhuo-Xu; Cheng, Guanxun; Cao, Chentao; Xu, Xi; Liu, Ziwei; Wang, Hongfei; Qi, Yulong; Liang, Dong
Automatic Delineation of the 3D Left Atrium from LGE-MRI: Actor-Critic based Detection and Semi-Supervised Segmentation
Xiang, Shun; Li, Nana; Wang, Yuanquan; Zhou, Shoujun; Wei, Jin; Li, Shuo
LA-ViT: A Network with Transformers Constrained by Learned-Parameter-Free Attention for Interpretable Grading in a New Laryngeal Histopathology Image Dataset
Huang, Pan; Xiao, Hualiang; He, Peng; Li, Chentao; Guo, Xiaodong; Tian, Sukun; Feng, Peng; Chen, Hu; Sun, Yuchun; mercaldo, francesco; Santone, Antonella; Qin, Jing
Adaptive Knowledge Distillation for High-Quality Unsupervised MRI Reconstruction with Model-Driven Priors
Wu, Zhengliang; Li, Xuesong
Radial Undersampled MRI Reconstruction Using Deep Learning with Mutual Constraints between Real and Imaginary Components of K-Space
Li, Zhaotong; Li, Sha; Zhang, Zeru; Wang, Fei; Wu, Fengliang; Gao, Song
The Use of Machine Learning in Eye Tracking Studies in Medical Imaging: A Review
Ibragimov, Bulat; Mello-Thoms, Claudia
DDT-Net: Dose-Agnostic Dual-Task Transfer Network for Simultaneous Low-Dose CT Denoising and Simulation
Ma, Jianhua; Meng, Mingqiang; Wang, Yongbo; Zhu, Manman; Tao, Xi; Mao, Zerui; Liao, Jingyi; Bian, Zhaoying; Zeng, Dong
Learning to Generalize towards Unseen Domains via a Content-Aware Style Invariant Model for Disease Detection from Chest X-rays
Hasan, Taufiq; Zunaed, Mohammad; Haque, Md.
MAD-Former: A Traceable Interpretability Model for Alzheimers Disease Recognition based on Multi-patch Attention
Ye, Jiayu; Zeng, An; Pan, Dan; Zhang, Yiqun; Zhao, Jingliang; Chen, Qiuping; Liu, Yang
Dynamic Reconfiguration of Brain Functional Network in Stroke
Wu, kaichao; Jelfs, Beth; Neville, Katrina; Mahmoud, Seedahmed; He, Wenzhen; Fang, Qiang
RandStainNA++: Enhance Random Stain Augmentation and Normalization through Foreground and Background Differentiation
Wang, Chong; Li, Shuxin; Ke, Jing; Zhang, Chen; Shen, Yiqing
Medical Informatics
Effective Motion Self-Learning Genre Using 360° Virtual Reality Content on Mobile Device: A Study Based on Taichi Training Platform
Wang, Lutong; Gai, Wei; Jiang, Nan; Chen, Gongxiang; Bian, Yulong; Luan, Hongqiu; Huang, Li; Yang, Chenglei
Computational Interpersonal Communication Model for Screening Autistic Toddlers: A Case Study of Response-to-Name
Nie, Wei; Zhou, Bingrui; Wang, Zhiyong; Chen, Bowen; Wang, Xinming; Hu, Chunchun; Li, Huiping; Xu, Qiong; Xu, Xiu; Liu, Honghai
SPReCHD: Four-chamber Semantic Parsing Network for Recognizing Fetal Congenital Heart Disease in Medical Metaverse
Qiao, Sibo; Pang, Shanchen; Sun, Yi; Luo, Gang; Yin, Wenjing; Zhao, Yawu; Pan, Silin; Lyu, Zhihan
Predicting ICU Interventions: A Transparent Decision Support Model Based on Multivariate Time Series Graph Convolutional Neural Network
Lang, Qin; Xu, Zhen; Guo, Jinjin; Xie, Yuntao; Xiao, Yao; Lin, Xinran; Li, Qiming; Li, Xinyang
Learning Robust Representation in Tonic-Clonic Seizures with Cyclic Transformer
Zhang, Jingwei; Swinnen, Lauren; Chatzichristos, Christos; Van Paesschen, Wim; De Vos, Maarten
Bioinformatics
PTransIPs: Identification of phosphorylation sites enhanced by protein PLM embeddings
Lu, Tianchi; Xu, Ziyang; Zhong, Haitian; He, Bingrui; Wang, Xueying
scDMAE: a generative denoising model adopted mask strategy for scRNA-seq data recovery
Liu, Wei ; Pan, Youze; Teng, Zhijie; Xu, Junlin
Modeling and AI Informatics
De-biased Disentanglement Learning for Pulmonary Embolism Survival Prediction on Multimodal Data
Zhong, Zhusi; Li, Jie; Kulkarni, Shreyas; Zhang, Helen; Fayad, Fayez H.; Li, Yang; Collins, Scott; Bai, Harrison X; Ahn, Sun Ho; Atalay, Michael K.; Gao, Xinbo; Jiao, Zhicheng
Spectral time-varying pattern causality and its application
Lin, Aijing; Mi, Yujia
Predicting Progression from Mild Cognitive Impairment to Alzheimers Dementia with Adversarial Attacks
Bayta_, 0nci M.
Public Healthcare
Long-term Regional Influenza-like-illness Forecasting Using Exogenous Data
Papagiannopoulou, Eirini; Bossa, Matias; Deligiannis, Nikos; Sahli, Hichem
Explainable AI Based Biomedical Big Data Privacy and Security
DRL-Based URLLC-Constraint and Energy-Efficient Task Offloading for Internet of Health Things
Wu, Huaming; Wang, Yixiao; Jhaveri, Rutvij; Djenouri, Youcef
A Comprehensive Privacy-Preserving Federated Learning Scheme with Secure Authentication and Aggregation for Internet of Medical Things
Liu, Jingwei; Zhang, Jin; Jan, Mian; Sun, Rong; Liu, Lei; Verma, Sahil; CHATTERJEE, PUSPITA
A Scalable Federated Learning Approach for Collaborative Smart Healthcare System with Intermittent Clients using Medical Imaging
Zhao, Yue; Ullah, Farhan; Srivastava, Gautam; Xiao, Heng; Ullah, Shamsher; Lin, Jerry Chun-Wei
IoMT-based smart healthcare detection system driven by quantum blockchain and quantum neural network
Qu, Zhiguo; Shi, Wenke; Liu, Bo; Gupta, Deepak; Tiwari, Prayag
Federated Learning Approach for Secured Medical Recommendation in Internet of Medical Things using Homomorphic Encryption
Mantey, Eric Appiah; Zhou, Conghua; Anajemba, Joseph henry; Arthur, John Kingsley; Hamid, Yasir; Chowhan, Atif; Otuu, Obinna
Scoring Aided Federated Learning on Long-tailed Data for Wireless IoMT based Healthcare System
Zhang, Lianhong; Wu, Yuxin; Chen, Lunyuan; Fan, Lisheng; Nallanathan, Arumugam
A Two-stage Differential Privacy Scheme for Federated Learning Based on Edge Intelligence
Zhang, Li; Xu, Jianbo; Sivaraman, Audithan; Jegatha Deborah, L; Sharma, Pradip; Vijayakumar, Pandi
Correlation-Filter-Based Channel and Feature Selection Framework for Hybrid EEG-fNIRS BCI Applications
Zafar, Amad; Ali, Muhammad Umair; Kallu, Karam Dad; Masood, Haris; Mannan, Malik Muhammad Naeem; Ibrahim , Malik Muhammad ; Kim, Sangil; Khan, Muhammad
Quantum-Inspired Heuristic Algorithm for Secure Healthcare Prediction using Blockchain Technology
Mazumdar, Hirak; Chakraborty, Chinmay; Bojja, Satheesh; Kaushik, Ajeet; Gohel, Hardik
Smart Multimodal In-Bed Pose Estimation Framework Incorporating Generative Adversarial Neural Network
Singh, Sumit ; Anisi, Mohammad Hossein; Jindal, Anish; Jarchi, Delaram
Federated Fusion of Magnified Histopathological Images for Breast Tumor Classification in the Internet of Medical Things
HAQ, AMIN UL; Agbley, Bless Lord Y; Li, Jian Ping Li; Bankas, Edem; Mawuli, Cobbinah Bernard; Ahmad, Sultan; Khan, Shakir; Khan, Ahmad Raza
CLADSI: Deep Continual Learning for Alzheimers Disease Stage Identification using accelerometer data
Bringas, Santos; Duque, Rafael; Lage, Carmen; Montaña, José Luis
Explainable AI Based Biomedical Big Data Privacy and Security
Explainable Federated Medical Image Analysis through Causal Learning and Blockchain
Kadoch, Michel; Mu, Junsheng; Yuan, Tongtong; Lv, Wenzhe; Liu, Qiang; Li, Bohan
Privacy-Preserving Federated Learning with Domain Adaptation for Multi-Disease Ocular Disease Recognition
Tang, Zhiri; Wong, Hau San; Yu, Zekuan
A Novel Collaborative SRU Network with Dynamic Behaviour Aggregation, Reduced Communication Overhead and Explainable Features
Khan, Izhar Ahmed; Razzak, Imran; Pi, Dechang; Zia, Umar; Kamal, Shaharyar; Hussain, Yasir
A Secure and Interpretable AI for Smart Healthcare System: A Case Study on Epilepsy Diagnosis using EEG Signals
Ahmad, Ijaz; Zhu, Mingxing; Li, Guanglin; Javeed, Danish; Kumar, Prabhat; Chen, Shixiong
Channel Adaptive and Sparsity Personalized Federated Learning for Privacy Protection in Smart Healthcare Systems
Du, Jun; Chen, Ziqi; Hou, Xiangwang; Yu, Keping; Wang, Jintao; Han, Zhu
Explainable Reverse Verification of Goodness of Classification of MRI images by Clinical Experts
Bakshi, Sambit; Devi, Swagatika; Sahoo, Manmath Narayan
An Access Control Scheme with Privacy-preserving Authentication and Flexible Revocation for Smart Healthcare
Liu, Yali; Liang, Xiyu; Ning, Jianting