[Medical Image Synthesis with Context-Aware Generative Adversarial Networks][scholar][arXiv]
[Medical Image Synthesis with Deep Convolutional Adversarial Networks][scholar][TBME](published vision of the above preprint)
[Deep MR to CT Synthesis using Unpaired Data][scholar][arXiv]
[Synthesizing Filamentary Structured Images with GANs][scholar][arXiv][code]
[Synthesizing retinal and neuronal images with generative adversarial nets][scholar][MIA](published vision of the above preprint)
[Synthesis of Positron Emission Tomography (PET) Images via Multi-channel Generative Adversarial Networks][scholar](GANs)[arXiv]
[Freehand Ultrasound Image Simulation with Spatially-Conditioned Generative Adversarial Networks][scholar][arXiv]
[Synthetic Medical Images from Dual Generative Adversarial Networks][scholar][arXiv]
[Virtual PET Images from CT Data Using Deep Convolutional Networks: Initial Results][scholar][arXiv]
[Towards Adversarial Retinal Image Synthesis][scholar][arXiv]
[End-to-end Adversarial Retinal Image Synthesis][scholar][TMI](published vision of the above preprint)
[Adversarial Image Synthesis for Unpaired Multi-Modal Cardiac Data][scholar][SASHIMI 2017]
[Biomedical Data Augmentation Using Generative Adversarial Neural Networks][scholar][ICANN 2017]
[Towards Virtual H&E Staining of Hyperspectral Lung Histology Images Using Conditional Generative Adversarial Networks][scholar][ICCV2017 workshop]
[How to Fool Radiologists with Generative Adversarial Networks? A Visual Turing Test for Lung Cancer Diagnosis][scholar][arXiv]
[Unsupervised Reverse Domain Adaptation for Synthetic Medical Images via Adversarial Training][scholar][arXiv]
[Unsupervised Histopathology Image Synthesis][scholar][arXiv]
[Image Synthesis in Multi-Contrast MRI with Conditional Generative Adversarial Networks][scholar][arXiv]
[Translating and Segmenting Multimodal Medical Volumes with Cycle- and Shape-Consistency Generative Adversarial Network][scholar][arXiv]
[MRI Image-to-Image Translation for Cross-Modality Image Registration and Segmentation][scholar][arXiv]
[Cross-modality image synthesis from unpaired data using CycleGAN: Effects of gradient consistency loss and training data size][scholar][arXiv]
[Cross-Modality Synthesis from CT to PET using FCN and GAN Networks for Improved Automated Lesion Detection][scholar][arXiv]
[MelanoGANs: High Resolution Skin Lesion Synthesis with GANs][scholar][arXiv]
[Domain-adversarial neural networks to address the appearance variability of histopathology images][scholar][arXiv]
[Neural Stain-Style Transfer Learning using GAN for Histopathological Images][scholar][arXiv]
[Generative Adversarial Training for MRA Image Synthesis Using Multi-Contrast MRI ][scholar][arXiv]
[Histopathology Stain-Color Normalization Using Generative Neural Networks][scholar][MIDL2018]
[3D cGAN based cross-modality MR image synthesis for brain tumor segmentation][scholar][ISBI2018]
[Deep CT to MR Synthesis using Paired and Unpaired Data][scholar][arXiv]
[GAN-based synthetic brain MR image generation][scholar][ISBI2018]
[StainGAN: Stain Style Transfer for Digital Histological Images][scholar][arXiv]
[Adversarial Stain Transfer for Histopathology Image Analysis][scholar][TMI]
[Chest x-ray generation and data augmentation for cardiovascular abnormality classification][scholar][SPIE MI2018]
[blood vessel geometry synthesis using generative adversarial networks][scholar][MIDL2018]
[Synergistic Reconstruction and Synthesis via Generative Adversarial Networks for Accelerated Multi-Contrast MRI][scholar][arXiv]
[Stain normalization of histopathology images using generative adversarial networks][scholar][ISBI2018]
[MedGAN: Medical Image Translation using GANs][scholar][arXiv]
[Retinal Image Synthesis for CAD Development][scholar][ICIAR]
[High-Resolution Mammogram Synthesis using Progressive Generative Adversarial Networks][scholar][arXiv]
[High-resolution medical image synthesis using progressively grown generative adversarial networks][scholar][arXiv]
[Learning Myelin Content in Multiple Sclerosis from Multimodal MRI through Adversarial Training][scholar][MICCAI2018]
[Generation of structural MR images from amyloid PET: Application to MR-less quantification][scholar][JNM]
[Task Driven Generative Modeling for Unsupervised Domain Adaptation Application to X-ray Image Segmentation][scholar][arXiv]
[Exploring the potential of generative adversarial networks for synthesizing radiological images of the spine to be used in in silico trials][scholar][FBB]
[Semantic-Aware Generative Adversarial Nets for Unsupervised Domain Adaptation in Chest X-ray Segmentation][scholar][arXiv]
[Learning Data Augmentation for Brain Tumor Segmentation with Coarse-to-Fine Generative Adversarial Networks][scholar][arXiv]
[Learning implicit brain MRI manifolds with deep learning][scholar][SPIE MI2018]
[Optimized generation of high-resolution phantom images using cGAN: Application to quantification of Ki67 breast cancer images][scholar][PloS one]
[Generative Adversarial Networks for Image-to-Image Translation on Multi-Contrast MR Images-A Comparison of CycleGAN and UNIT][scholar][arXiv][code]
[Generating Highly Realistic Images of Skin Lesions with GANs][scholar][arXiv]
[Unpaired Brain MR-to-CT Synthesis using a Structure-Constrained CycleGAN][scholar][arXiv]
[Medical Image Synthesis for Data Augmentation and Anonymization using Generative Adversarial Networks][scholar][SASHIMI2018]
[Generating Diffusion MRI scalar maps from T1 weighted images using generative adversarial networks][scholar][arXiv]
[Adversarial Domain Adaptation for Classification of Prostate Histopathology Whole-Slide Images][scholar][MICCAI2018]
[An Adversarial Learning Approach to Medical Image Synthesis for Lesion Removal][scholar][arXiv]
[Craniomaxillofacial Bony Structures Segmentation from MRI with Deep-Supervision Adversarial Learning][scholar][MICCAI2018]
[Efficient Active Learning for Image Classification and Segmentation using a Sample Selection and Conditional Generative Adversarial Network][scholar][MICCAI2018]
[GAN Augmentation: Augmenting Training Data using Generative Adversarial Networks][scholar][arXiv]
[Generating Highly Realistic Images of Skin Lesions with GANs][scholar][CARE2018]
[Generative Adversarial Network for Medical Images (MI-GAN)][scholar][JMS]
[Medical image synthesis for data augmentation and anonymization using generative adversarial networks][scholar][SASHIMI2018]
[Retinal Vessel Segmentation under Extreme Low Annotation: A Generative Adversarial Network Approach][scholar][arXiv]
[SynSeg-Net: Synthetic Segmentation Without Target Modality Ground Truth][scholar][TMI]
[Synthesizing Missing PET from MRI with Cycle-consistent Generative Adversarial Networks for Alzheimer's Disease Diagnosis][scholar][MICCAI2018]
[Tumor-Aware, Adversarial Domain Adaptation from CT to MRI for Lung Cancer Segmentation][scholar][MICCAI2018]
[Unpaired Brain MR-to-CT Synthesis Using a Structure-Constrained CycleGAN][scholar][DLMIA2018]
[Unsupervised learning for cross-domain medical image synthesis using deformation invariant cycle consistency networks][scholar][SASHIMI2018]
[ScarGAN: Chained Generative Adversarial Networks to Simulate Pathological Tissue on Cardiovascular MR Scans][scholar][DLMIA2018]
[Dose evaluation of fast synthetic-CT generation using a generative adversarial network for general pelvis MR-only radiotherapy][scholar][PMB]
[Compressed Sensing MRI Reconstruction with Cyclic Loss in Generative Adversarial Networks][scholar][arXiv]
[Compressed Sensing MRI Reconstruction using a Generative Adversarial Network with a Cyclic Loss][scholar][TMI](published version of the above preprint)
[Deep Generative Adversarial Networks for Compressed Sensing (GANCS) Automates MRI][scholar][arXiv][code]
[Accelerated Magnetic Resonance Imaging by Adversarial Neural Network][scholar][DLMIA MICCAI 2017]
[Deep De-Aliasing for Fast Compressive Sensing MR][scholar][arXiv]
[3D conditional generative adversarial networks for high-quality PET image estimation at low dose][scholar][NI]
[Improving resolution of MR images with an adversarial network incorporating images with different contrast][scholar][MP]
[Synergistic Reconstruction and Synthesis via Generative Adversarial Networks for Accelerated Multi-Contrast MRI][scholar][arXiv]
[CT Super-resolution GAN Constrained by the Identical, Residual, and Cycle Learning Ensemble(GAN-CIRCLE)][scholar][arXiv]
[Denoising of 3-D Magnetic Resonance Images Using a Residual Encoder-Decoder Wasserstein Generative Adversarial Network][scholar][arXiv]
[Sparse-View CT Reconstruction Using Wasserstein GANs][scholar][MLMIR 2018]
[DAGAN: Deep De-Aliasing Generative Adversarial Networks for Fast Compressed Sensing MRI Reconstruction][scholar][TMI][code]
[Adversarial and Perceptual Refinement for Compressed Sensing MRI Reconstruction][scholar][MICCAI2018]
[Cardiac MR Motion Artefact Correction from K-space Using Deep Learning-Based Reconstruction][scholar][MLMIR 2018]
[Refacing: reconstructing anonymized facial features using GANs][scholar][arXiv]
[Adversarial and perceptual refinement for compressed sensing MRI reconstruction][scholar][MICCAI2018]
[Adversarial Inpainting of Medical Image Modalities][scholar][arXiv]
[Adversarial Sparse-View CBCT Artifact Reduction][scholar][MICCAI2018]
[Cardiac MR Motion Artefact Correction from K-space Using Deep Learning-Based Reconstruction][scholar][MLMIR 2018]
[Conditional Generative Adversarial Networks for Metal Artifact Reduction in CT Images of the Ear][scholar][MICCAI2018]
[DAGAN Deep De-Aliasing Generative Adversarial Networks for Fast Compressed Sensing MRI Reconstruction][scholar][TMI]
[Denoising of 3-D Magnetic Resonance Images Using a Residual Encoder-Decoder Wasserstein Generative Adversarial Network][scholar][arXiv]
[Efficient and accurate mri super-resolution using a generative adversarial network and 3d multi-level densely connected network][scholar][MICCAI2018]
[Multi-channel Generative Adversarial Network for Parallel Magnetic Resonance Image Reconstruction in K-space][scholar][MICCAI2018]
[Retrospective correction of Rigid and Non-Rigid MR motion artifacts using GANs][scholar][arXiv]
[Sparse-View CT Reconstruction Using Wasserstein GANs][scholar][MLMIR2018]
[Semi-supervised Assessment of Incomplete LV Coverage in Cardiac MRI Using Generative Adversarial Nets][scholar][SASHIMI 2017]
[Generalization of Deep Neural Networks for Chest Pathology Classification in X-Rays Using Generative Adversarial Networks][scholar][arXiv]
[Unsupervised Learning for Cell-level Visual Representation in Histopathology Images with Generative Adversarial Networks][scholar][arXiv][code]
[Synthetic Data Augmentation using GAN for Improved Liver Lesion Classification][scholar][arXiv]
[GAN-based Synthetic Medical Image Augmentation for increased CNN Performance in Liver Lesion Classification][scholar][arXiv](extended version of above preprint)
[Unsupervised and semi-supervised learning with Categorical Generative Adversarial Networks assisted by Wasserstein distance for dermoscopy image Classification][scholar][arXiv]
[Semi-supervised learning with generative adversarial networks for chest X-ray classification with ability of data domain adaptation][scholar][ISBI2018]
[Generative adversarial learning for reducing manual annotation in semantic segmentation on large scale miscroscopy images: Automated vessel segmentation in retinal fundus image as test case][scholar][CVPRW2017]
[Adversarial Image Registration with Application for MR and TRUS Image Fusion][scholar][arXiv]
[Deformable medical image registration using generative adversarial networks][scholar][ISBI2018]
[Generative Adversarial Networks for MR-CT Deformable Image Registration][scholar][arXiv]
[Adversarial Deformation Regularization for Training Image Registration Neural Networks][scholar][MICCAI2018]
[Adversarial Similarity Network for Evaluating Image Alignment in Deep Learning Based Registration][scholar][MICCAI2018]
[Joint Registration And Segmentation Of Xray Images Using Generative Adversarial Networks][scholar][MLMI2018]
[Intraoperative Organ Motion Models with an Ensemble of Conditional Generative Adversarial Networks][scholar][arXiv]
[Retinal Vasculature Segmentation Using Local Saliency Maps and Generative Adversarial Networks For Image Super Resolution][scholar][arXiv]
[Adversarial training with cycle consistency for unsupervised super-resolution in endomicroscopy ][scholar][MIDL2018]
[Brain MRI super-resolution using 3D generative adversarial networks ][scholar][MIDL2018]
[Generative Spatiotemporal Modeling Of Neutrophil Behavior][scholar][ISBI2018]
[Exploiting the potential of unlabeled endoscopic video data with self-supervised learning][scholar][IJCARS]
[Efficient and Accurate MRI Super-Resolution using a Generative Adversarial Network and 3D Multi-Level Densely Connected Network][scholar][arXiv]
[Adversarial Attacks Against Medical Deep Learning Systems][scholar][arXiv]
[Distribution Matching Losses Can Hallucinate Features in Medical Image Translation][scholar][MICCAI2018]
[Generalizability vs. Robustness: Investigating Medical Imaging Networks Using Adversarial Examples][scholar][MICCAI2018]
