Medical Imaging

CT Organ Segmentation in Cancer Patients

Deep learning pipeline for 3D organ segmentation in oncology CT scans, used in clinical research at Radboud University Medical Center. Trained on large annotated datasets of cancer …

Transfer learning from a sparsely annotated dataset of 3D medical images

Transfer learning from a sparsely annotated dataset.

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Gabriel Humpire

Kidney abnormality segmentation in thorax-abdomen CT scans

Transfer learning from a sparsely annotated dataset.

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Gabriel Humpire

Winning Brazil's National COVID-19 AI Challenge

How I built an automated CT scan segmentation system that won 1st place in Brazil's government-sponsored national AI competition.

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Gabriel Humpire
Fully Automatic Volume Measurement of the Spleen at CT Using Deep Learning featured image

Fully Automatic Volume Measurement of the Spleen at CT Using Deep Learning

Automatic spleen segmentation using deep learning. This method reaches radiologist performance.

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Gabriel Humpire
Deep Learning for Localization and Segmentation in Thorax Abdomen CT featured image

Deep Learning for Localization and Segmentation in Thorax Abdomen CT

Deep Learning for Localization and Segmentation in Thorax Abdomen CT.

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Gabriel Humpire
Efficient organ localization using multi-label convolutional neural networks in thorax-abdomen CT scans featured image

Efficient organ localization using multi-label convolutional neural networks in thorax-abdomen CT scans

Automatic organ localization using Deep Learning.

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Gabriel Humpire

Multi-Organ Localization in CT Scans

Multi-label CNN for detecting bounding boxes of multiple organs simultaneously in thorax-abdomen CT scans. Published in Physics in Medicine & Biology (Vol. 63, No. 8). Achieved …