Table of Contents: “... to COVID-19 3D CT Classification -- Detecting Aortic Valve Pathology from the 3-Chamber Cine Cardiac MRI View -- CheXRelNet: An Anatomy-Aware Model for Tracking Longitudinal Relationships between Chest X-Rays -- Reinforcement learning for active modality...”

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Table of Contents: “...Computational (Integrative) Pathology -- Semi-supervised histological image segmentation via hierarchical consistency enforcement -- Federated Stain Normalization for Computational Pathology -- DGMIL: Distribution Guided Multiple Instance Learning...”

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Table of Contents: “...Machine Learning - Self-Supervised Learning -- SSLP: Spatial Guided Self-supervised Learning on Pathological Images -- Segmentation of Left Atrial MR Images via Self-supervised Semi-supervised Meta-learning -- Deformed2Self: Self-Supervised Denoising...”

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Table of Contents: “... Medical Image Segmentation -- Federated Contrastive Learning for Decentralized Unlabeled Medical Images -- Machine Learning - Interpretability / Explainability -- Explaining COVID-19 and Thoracic Pathology Model Predictions by Identifying Informative Input...”

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Table of Contents: “...Clinical Applications - Abdomen -- Learning More for Free - A Multi Task Learning Approach for Improved Pathology Classification in Capsule Endoscopy -- Learning-based attenuation quantification in abdominal ultrasound -- Colorectal Polyp Classification...”

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Table of Contents: “... Recognition -- Simultaneous Alignment and Surface Regression Using Hybrid 2D-3D Networks for 3D Coherent Layer Segmentation of Retina OCT Images -- Computational (Integrative) Pathology -- GQ-GCN: Group Quadratic Graph Convolutional Network for Classification...”

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Table of Contents: “...-trained Feature Extractor -- Alleviating Data Imbalance Issue with Perturbed Input during Inference -- A Deep Reinforced Tree-traversal Agent for Coronary Artery Centerline Extraction -- Sequential Gaussian Process Regression for Simultaneous Pathology...”

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