Or 2.0 Context-Aware Operating Theaters and Machine Learning in Clinical Neuroimaging: Second International Workshop, or 2.0 2019, and Second Internat

ISBN-13: 9783030326944 / Angielski / Miękka / 2019 / 114 str.

Luping Zhou; Duygu Sarikaya; Seyed Mostafa Kia

Spis treści

Proceedings of the Second International Workshop on OR 2.0 Context-Aware Operating Theaters (OR 2.0 2019).- Feature Aggregation Decoder for Segmenting Laparoscopic Scenes.- Preoperative Planning for Guidewires employing Shape-Regularized Segmentation and Optimized Trajectories.- Guided unsupervised desmoking of laparoscopic images using Cycle-Desmoke.- Unsupervised Temporal Video Segmentation as an Auxiliary Task for Predicting the Remaining Surgery Duration.- Live monitoring of hemodynamic changes with multispectral image analysis.- Towards a Cyber-Physical Systems Based Operating Room of the Future.- Proceedings of the Second International Workshop on Machine Learning in Clinical Neuroimaging: Entering the era of big data via transfer learning and data harmonization (MLCN 2019).- Deep Transfer Learning For Whole-Brain FMRI Analyses.- Knowledge distillation for semi-supervised domain adaptation.- Relevance Vector Machines for harmonization of MRI brain volumes using image descriptors.- Data Pooling and Sampling of Heterogeneous Image Data for White Matter Hyperintensity Segmentation.- A Hybrid 3DCNN and 3DC-LSTM based model for 4D Spatio-temporal fMRI data: An ABIDE Autism Classification study.- Automated Quantification of Enlarged Perivascular Spaces in Clinical Brain MRI across Sites.