A survey on active learning and human-in-the-loop deep learning for medical image analysis

Embracing imperfect datasets: A review of deep learning solutions for medical image segmentation

(2020) Nima Tajbakhsh et al.   MEDICAL IMAGE ANALYSIS

Spatially-Constrained Fisher Representation for Brain Disease Identification With Incomplete Multi-Modal Neuroimages

(2020) Yongsheng Pan et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

A scoping review of transfer learning research on medical image analysis using ImageNet

(2020) Mohammad Amin Morid et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Not-so-supervised: a survey of semi-supervised, multi-instance, and transfer learning in medical image analysis

(2019) Veronika Cheplygina et al.   MEDICAL IMAGE ANALYSIS

Geometry in active learning for binary and multi-class image segmentation

(2019) Ksenia Konyushkova et al.   COMPUTER VISION AND IMAGE UNDERSTANDING

Deep Learning Techniques for Medical Image Segmentation: Achievements and Challenges

(2019) Mohammad Hesam Hesamian et al.   JOURNAL OF DIGITAL IMAGING

Eye Tracking for Deep Learning Segmentation Using Convolutional Neural Networks

(2019) J. N. Stember et al.   JOURNAL OF DIGITAL IMAGING

Attention gated networks: Learning to leverage salient regions in medical images

(2019) Jo Schlemper et al.   MEDICAL IMAGE ANALYSIS

Continual lifelong learning with neural networks: A review

(2019) German I. Parisi et al.   NEURAL NETWORKS

Aleatoric uncertainty estimation with test-time augmentation for medical image segmentation with convolutional neural networks

(2019) Guotai Wang et al.   NEUROCOMPUTING

Ea-GANs: Edge-Aware Generative Adversarial Networks for Cross-Modality MR Image Synthesis

(2019) Biting Yu et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Supervised Domain Adaptation for Automatic Sub-cortical Brain Structure Segmentation with Minimal User Interaction

(2019) Kaisar Kushibar et al.   Scientific Reports

Generative adversarial network in medical imaging: A review

(2019) Xin Yi et al.   MEDICAL IMAGE ANALYSIS

Editorial

(2018) V J Mar et al.   ANNALS OF ONCOLOGY

Man against machine: diagnostic performance of a deep learning convolutional neural network for dermoscopic melanoma recognition in comparison to 58 dermatologists

(2018) H A Haenssle et al.   ANNALS OF ONCOLOGY

Multi-Label Learning from Crowds

(2018) Shao-Yuan Li et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Interactive Medical Image Segmentation Using Deep Learning With Image-Specific Fine Tuning

(2018) Guotai Wang et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

DeepIGeoS: A Deep Interactive Geodesic Framework for Medical Image Segmentation

(2018) Guotai Wang et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Landmark-based deep multi-instance learning for brain disease diagnosis

(2018) Mingxia Liu et al.   MEDICAL IMAGE ANALYSIS

3D conditional generative adversarial networks for high-quality PET image estimation at low dose

(2018) Yan Wang et al.   NEUROIMAGE

Deep learning enables cross-modality super-resolution in fluorescence microscopy

(2018) Hongda Wang et al.   NATURE METHODS

An overview of deep learning in medical imaging focusing on MRI

(2018) Alexander Selvikvåg Lundervold et al.   Zeitschrift fur Medizinische Physik

Hierarchical Fully Convolutional Network for Joint Atrophy Localization and Alzheimer's Disease Diagnosis Using Structural MRI

(2018) Chunfeng Lian et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Cost-Effective Active Learning for Deep Image Classification

(2017) Keze Wang et al.   IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY

DeepCut: Object Segmentation From Bounding Box Annotations Using Convolutional Neural Networks

(2017) Martin Rajchl et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

A survey on deep learning in medical image analysis

(2017) Geert Litjens et al.   MEDICAL IMAGE ANALYSIS

Convolutional Neural Networks for Medical Image Analysis: Full Training or Fine Tuning?

(2016) Nima Tajbakhsh et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Space–time wiring specificity supports direction selectivity in the retina

(2014) Jinseop S. Kim et al.   NATURE

A theory of learning from different domains

(2009) Shai Ben-David et al.   MACHINE LEARNING

The Automation of Science

(2009) Ross D. King et al.   SCIENCE