Deep Learning for Medical Imaging

Focusing on the application of deep learning techniques in the field of medical image segmentation, this cluster investigates the use of convolutional networks for various biomedical imagery tasks. It covers both model architecture and automated labeling systems.

deep learning
image segmentation
U-Net
CNN
biomedical imaging

67,420 papers

Parent topic: Advanced Medical Imaging Techniques

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Papers Over Time

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Top Papers

U-Net: Convolutional Networks For Biomedical Image Segmentation

2015 · 40,083 citations

An Automated Labeling System For Subdividing The Human Cerebral Cortex On MRI Scans Into Gyral Based Regions Of Interest

2006 · 11,022 citations

Dermatologist-level Classification Of Skin Cancer With Deep Neural Networks

2017 · 9,242 citations

Fast Robust Automated Brain Extraction

2002 · 9,224 citations

Whole Brain Segmentation

2002 · 7,079 citations

V-Net: Fully Convolutional Neural Networks For Volumetric Medical Image Segmentation

2016 · 6,054 citations

UNet++: A Nested U-Net Architecture For Medical Image Segmentation

2018 · 4,412 citations

nnU-Net: A Self-Configuring Method For Deep Learning-Based Biomedical Image Segmentation

2020 · 4,323 citations

Deep Convolutional Neural Networks For Computer-Aided Detection: CNN Architectures, Dataset Characteristics And Transfer Learning

2016 · 4,295 citations

The Multimodal Brain Tumor Image Segmentation Benchmark (BRATS)

2015 · 4,200 citations

Deep Learning In Medical Image Analysis

2017 · 3,296 citations

Identifying Medical Diagnoses And Treatable Diseases By Image-Based Deep Learning

2018 · 3,230 citations

Convolutional Neural Networks: An Overview And Application In Radiology

2018 · 2,987 citations

Efficient Multi-Scale 3D CNN With Fully Connected CRF For Accurate Brain Lesion Segmentation

2017 · 2,553 citations

Brain Tumor Segmentation With Deep Neural Networks

2017 · 2,374 citations

Convolutional Neural Networks For Medical Image Analysis: Full Training Or Fine Tuning?

2016 · 2,289 citations

Diagnostic Assessment Of Deep Learning Algorithms For Detection Of Lymph Node Metastases In Women With Breast Cancer

2017 · 2,279 citations

Classification And Diagnostic Prediction Of Cancers Using Gene Expression Profiling And Artificial Neural Networks

2001 · 2,143 citations

Brain Tumor Segmentation Using Convolutional Neural Networks In MRI Images

2016 · 1,952 citations

Advancing The Cancer Genome Atlas Glioma MRI Collections With Expert Segmentation Labels And Radiomic Features

2017 · 1,896 citations