Multimodal Learning for Clinical Decision Support

Multimodal Learning for Clinical Decision Support

11th International Workshop, ML-CDS 2021, Held in Conjunction with MICCAI 2021, Strasbourg, France, October 1, 2021, Proceedings

Li, Quanzheng; Wang, Hongzhi; Madabhushi, Anant; Dong, Bin; Leahy, Richard; Li, Xiang; Syeda-Mahmood, Tanveer; Greenspan, Hayit

Springer Nature Switzerland AG

10/2021

117

Mole

Inglês

9783030898465

15 a 20 dias

209

Descrição não disponível.
From Picoscale Pathology to Decascale Disease: Image Registration with a Scattering Transform and Varifolds for Manipulating Multiscale Data.- Multi-Scale Hybrid Transformer Networks: Application to Prostate Disease Classification.- Predicting Treatment Response in Prostate Cancer Patients Based on Multimodal PET/CT for Clinical Decision Support.- A Federated Multigraph Integration Approach for Connectional Brain Template Learning.- SAMA: Spatially-Aware Multimodal Network with Attention for Early Lung Cancer Diagnosis.- Fully Automatic Head and Neck Cancer Prognosis Prediction in PET/CT.- Feature Selection for Privileged Modalities in Disease Classification.- Merging and Annotating Teeth and Roots from Automated Segmentation of Multimodal Images.- Structure and Feature based Graph U-Net for Early Alzheimer's Disease Prediction.- A Method for Predicting Alzheimer's Disease based on the Fusion of Single Nucleotide Polymorphisms and Magnetic Resonance Feature Extraction.
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artificial intelligence;Biomedical Imaging;classification methods;clinical decision support systems;computer networks;computer vision;Computer Vision;CT Image;Image Analysis;Image Fusion;Image Generation;Image Reconstruction;Image Segmentation;learning;machine learning;Neural Network;neural networks;pattern recognition;PET Image;Robot Vision and Navigation