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Cattin, Philippe C.
2021
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...”2021
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Cattin, Philippe C.
2021
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...”2021
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Cattin, Philippe C.
2021
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...”2021
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Cattin, Philippe C.
2021
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...”2021
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Cattin, Philippe C.
2021
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...”2021
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