SoftSeg: Advantages of soft versus binary training for image segmentation

Evaluating White Matter Lesion Segmentations with Refined Sørensen-Dice Analysis

(2020) Aaron Carass et al.   Scientific Reports

Confidence Calibration and Predictive Uncertainty Estimation for Deep Medical Image Segmentation

(2020) Alireza Mehrtash et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

PSACNN: Pulse sequence adaptive fast whole brain segmentation

(2019) Amod Jog et al.   NEUROIMAGE

Automatic semantic style transfer using deep convolutional neural networks and soft masks

(2019) Hui-Huang Zhao et al.   VISUAL COMPUTER

Longitudinal spinal cord atrophy in multiple sclerosis using the generalized boundary shift integral

(2019) Marcello Moccia et al.   ANNALS OF NEUROLOGY

Exploring uncertainty measures in deep networks for Multiple Sclerosis lesion detection and segmentation

(2019) Tanya Nair et al.   MEDICAL IMAGE ANALYSIS

NiftyNet: a deep-learning platform for medical imaging

(2018) Eli Gibson et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

Spinal cord gray matter segmentation using deep dilated convolutions

(2018) Christian S. Perone et al.   Scientific Reports

Clinically applicable deep learning for diagnosis and referral in retinal disease

(2018) Jeffrey De Fauw et al.   NATURE MEDICINE

Objective Evaluation of Multiple Sclerosis Lesion Segmentation using a Data Management and Processing Infrastructure

(2018) Olivier Commowick et al.   Scientific Reports

Deep Learning for Brain MRI Segmentation: State of the Art and Future Directions

(2017) Zeynettin Akkus et al.   JOURNAL OF DIGITAL IMAGING

A survey on deep learning in medical image analysis

(2017) Geert Litjens et al.   MEDICAL IMAGE ANALYSIS

Dermatologist-level classification of skin cancer with deep neural networks

(2017) Andre Esteva et al.   NATURE

Spinal cord grey matter segmentation challenge

(2017) Ferran Prados et al.   NEUROIMAGE

White matter atlas of the human spinal cord with estimation of partial volume effect

(2015) S. Lévy et al.   NEUROIMAGE

A Logarithmic Opinion Pool Based STAPLE Algorithm for the Fusion of Segmentations With Associated Reliability Weights

(2014) Alireza Akhondi-Asl et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

The impact of intensity variations in T1-hypointense lesions on clinical correlations in multiple sclerosis

(2011) RC Tam et al.   Multiple Sclerosis Journal

N4ITK: Improved N3 Bias Correction

(2010) Nicholas J Tustison et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Improved estimates of partial volume coefficients from noisy brain MRI using spatial context

(2010) José V. Manjón et al.   NEUROIMAGE

An Optimized Blockwise Nonlocal Means Denoising Filter for 3-D Magnetic Resonance Images

(2008) P. Coupe et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING