Overview

• Generative Adversarial Network in Medical Imaging: A Review
• GANs for Medical Image Analysis
• Generative adversarial networks and adversarial methods in biomedical image analysis
• Generative Adversarial Networks for Noise Reduction in Low-Dose CT
• Low Dose CT Image Denoising Using a Generative Adversarial Network with Wasserstein Distance and Perceptual Loss
• Sharpness-aware Low dose CT denoising using conditional generative adversarial network - 018-0056-0) [[code]](https://github.com/xinario/SAGAN)
• Cycle Consistent Adversarial Denoising Network for Multiphase Coronary CT Angiography
• Structure-sensitive Multi-scale Deep Neural Network for Low-Dose CT Denoising
• 3-D Convolutional Encoder-Decoder Network for Low-Dose CT via Transfer Learning From a 2-D Trained Network
• CT Image Enhancement Using Stacked Generative Adversarial Networks and Transfer Learning for Lesion Segmentation Improvement - 3-030-00919-9_6)
• TomoGAN: Low-Dose X-Ray Tomography with Generative Adversarial Networks
• SegAN: Adversarial Network with Multi-scale L1 Loss for Medical Image Segmentation
• Adversarial training and dilated convolutions for brain MRI segmentation
• Retinal Vessel Segmentation in Fundoscopic Images with Generative Adversarial Networks
• Automatic Liver Segmentation Using an Adversarial Image-to-Image Network
• Deep Adversarial Networks for Biomedical Image Segmentation Utilizing Unannotated Images - 3-319-66179-7_47)
• SCAN: Structure Correcting Adversarial Network for Organ Segmentation in Chest X-rays
• Adversarial Deep Structured Nets for Mass Segmentation from Mammograms - deep-structural-networks)
• Adversarial Synthesis Learning Enables Segmentation Without Target Modality Ground Truth
• Adversarial neural networks for basal membrane segmentation of microinvasive cervix carcinoma in histopathology images - ieee-org.cyber.usask.ca/abstract/document/8108952/)
• Unsupervised domain adaptation in brain lesion segmentation with adversarial networks - 3-319-59050-9_47)
• whole heart and great vessel segmentation with context aware generative adversarial network - 3-662-56537-7_89)
• Generative Adversarial Neural Networks for Pigmented and Non-Pigmented Skin Lesions Detection in Clinical Images
• Generative Adversarial Networks to Segment Skin Lesions
• A conditional adversarial network for semantic segmentation of brain tumor
• Brain Tumor Segmentation Using an Adversarial Network - 3-319-75238-9_11)
• Joint Optic Disc and Cup Segmentation using Fully Convolutional and Adversarial Networks - 3-319-67561-9_19)
• Splenomegaly Segmentation using Global Convolutional Kernels and Conditional Generative Adversarial Networks - proceedings-of-spie/10574/1057409/Splenomegaly-segmentation-using-global-convolutional-kernels-and-conditional-generative-adversarial/10.1117/12.2293406.short?SSO=1)
• CC-GAN A Robust Transfer-Learning Framework for HEp-2 Specimen Image Segmentation
• Conditional Generative Refinement Adversarial Networks for Unbalanced Medical Image Semantic Segmentation
• Few-shot 3D Multi-modal Medical Image Segmentation using Generative Adversarial Learning
• Multi-input and dataset-invariant adversarial learning (MDAL) for left and right-ventricular coverage estimation in cardiac MRI - 3-030-00934-2_54)
• Spine-GAN: Semantic segmentation of multiple spinal structures - 8415(18)30642-X/abstract)
• Adversarial Networks for the Detection of Aggressive Prostate Cancer
• Unsupervised Anomaly Detection with Generative Adversarial Networks to Guide Marker Discovery
• Generative adversarial networks for brain lesion detection - proceedings-of-spie/10133/1/Generative-adversarial-networks-for-brain-lesion-detection/10.1117/12.2254487.short)
• Visual Feature Attribution using Wasserstein GANs
• Unsupervised Detection of Lesions in Brain MRI using constrained adversarial auto-encoders
• Btrfly Net: Vertebrae Labelling with Energy-based Adversarial Learning of Local Spine Prior
• Deep Adversarial Context-Aware Landmark Detection for Ultrasound Imaging
• Medical Image Synthesis with Context-Aware Generative Adversarial Networks
• Medical Image Synthesis with Deep Convolutional Adversarial Networks
• Deep MR to CT Synthesis using Unpaired Data
• Synthesizing Filamentary Structured Images with GANs - star.edu.sg/archive/machine_learning/Projects/filaStructObjs/Synthesis/downloads.html)
• Synthesizing retinal and neuronal images with generative adversarial nets
• Synthesis of Positron Emission Tomography (PET) Images via Multi-channel Generative Adversarial Networks
• Freehand Ultrasound Image Simulation with Spatially-Conditioned Generative Adversarial Networks
• Synthetic Medical Images from Dual Generative Adversarial Networks
• Virtual PET Images from CT Data Using Deep Convolutional Networks: Initial Results
• Towards Adversarial Retinal Image Synthesis
• End-to-end Adversarial Retinal Image Synthesis
• Adversarial Image Synthesis for Unpaired Multi-Modal Cardiac Data - 3-319-68127-6_1)
• Biomedical Data Augmentation Using Generative Adversarial Neural Networks - 3-319-68612-7_71)
• Towards Virtual H&E Staining of Hyperspectral Lung Histology Images Using Conditional Generative Adversarial Networks
• How to Fool Radiologists with Generative Adversarial Networks? A Visual Turing Test for Lung Cancer Diagnosis
• Unsupervised Reverse Domain Adaptation for Synthetic Medical Images via Adversarial Training
• Unsupervised Histopathology Image Synthesis
• Image Synthesis in Multi-Contrast MRI with Conditional Generative Adversarial Networks
• Translating and Segmenting Multimodal Medical Volumes with Cycle- and Shape-Consistency Generative Adversarial Network
• Towards cross-modal organ translation and segmentation: A cycle- and shape-consistent generative adversarial network
• MRI Image-to-Image Translation for Cross-Modality Image Registration and Segmentation
• Cross-modality image synthesis from unpaired data using CycleGAN: Effects of gradient consistency loss and training data size
• Cross-Modality Synthesis from CT to PET using FCN and GAN Networks for Improved Automated Lesion Detection
• MelanoGANs: High Resolution Skin Lesion Synthesis with GANs
• Domain-adversarial neural networks to address the appearance variability of histopathology images
• Neural Stain-Style Transfer Learning using GAN for Histopathological Images
• Generative Adversarial Training for MRA Image Synthesis Using Multi-Contrast MRI
• Histopathology Stain-Color Normalization Using Generative Neural Networks
• 3D cGAN based cross-modality MR image synthesis for brain tumor segmentation
• Deep CT to MR Synthesis using Paired and Unpaired Data
• GAN-based synthetic brain MR image generation
• StainGAN: Stain Style Transfer for Digital Histological Images
• Adversarial Stain Transfer for Histopathology Image Analysis
• Chest x-ray generation and data augmentation for cardiovascular abnormality classification - proceedings-of-spie/10574/105741M/Chest-x-ray-generation-and-data-augmentation-for-cardiovascular-abnormality/10.1117/12.2293971.short?SSO=1)
• blood vessel geometry synthesis using generative adversarial networks
• Synergistic Reconstruction and Synthesis via Generative Adversarial Networks for Accelerated Multi-Contrast MRI
• Stain normalization of histopathology images using generative adversarial networks
• MedGAN: Medical Image Translation using GANs
• Retinal Image Synthesis for CAD Development - 3-319-93000-8_70)
• High-Resolution Mammogram Synthesis using Progressive Generative Adversarial Networks
• High-resolution medical image synthesis using progressively grown generative adversarial networks
• Learning Myelin Content in Multiple Sclerosis from Multimodal MRI through Adversarial Training
• Generation of structural MR images from amyloid PET: Application to MR-less quantification
• Task Driven Generative Modeling for Unsupervised Domain Adaptation Application to X-ray Image Segmentation
• Exploring the potential of generative adversarial networks for synthesizing radiological images of the spine to be used in in silico trials
• Semantic-Aware Generative Adversarial Nets for Unsupervised Domain Adaptation in Chest X-ray Segmentation
• Learning Data Augmentation for Brain Tumor Segmentation with Coarse-to-Fine Generative Adversarial Networks
• Learning implicit brain MRI manifolds with deep learning - proceedings-of-spie/10574/105741L/Learning-implicit-brain-MRI-manifolds-with-deep-learning/10.1117/12.2293515.short?SSO=1)
• Optimized generation of high-resolution phantom images using cGAN: Application to quantification of Ki67 breast cancer images
• Generative Adversarial Networks for Image-to-Image Translation on Multi-Contrast MR Images-A Comparison of CycleGAN and UNIT - MRI)
• Medical Image Synthesis for Data Augmentation and Anonymization using Generative Adversarial Networks
• Generating Diffusion MRI scalar maps from T1 weighted images using generative adversarial networks
• Adversarial Domain Adaptation for Classification of Prostate Histopathology Whole-Slide Images
• An Adversarial Learning Approach to Medical Image Synthesis for Lesion Removal
• Craniomaxillofacial Bony Structures Segmentation from MRI with Deep-Supervision Adversarial Learning - 3-030-00937-3_82)
• Efficient Active Learning for Image Classification and Segmentation using a Sample Selection and Conditional Generative Adversarial Network
• GAN Augmentation: Augmenting Training Data using Generative Adversarial Networks
• Generating Highly Realistic Images of Skin Lesions with GANs - 3-030-01201-4_28)
• Generative Adversarial Network for Medical Images (MI-GAN) - 018-1072-9)
• Retinal Vessel Segmentation under Extreme Low Annotation: A Generative Adversarial Network Approach
• SynSeg-Net: Synthetic Segmentation Without Target Modality Ground Truth
• Synthesizing Missing PET from MRI with Cycle-consistent Generative Adversarial Networks for Alzheimer's Disease Diagnosis - 3-030-00931-1_52)
• Tumor-Aware, Adversarial Domain Adaptation from CT to MRI for Lung Cancer Segmentation - 3-030-00934-2_86)
• Unpaired Brain MR-to-CT Synthesis Using a Structure-Constrained CycleGAN - 3-030-00889-5_20)
• Unsupervised learning for cross-domain medical image synthesis using deformation invariant cycle consistency networks - 3-030-00536-8_6)
• ScarGAN: Chained Generative Adversarial Networks to Simulate Pathological Tissue on Cardiovascular MR Scans - 3-030-00889-5_39)
• Dose evaluation of fast synthetic-CT generation using a generative adversarial network for general pelvis MR-only radiotherapy - 6560/aada6d/meta)
• ProstateGAN: Mitigating Data Bias via Prostate Diffusion Imaging Synthesis with Generative Adversarial Networks
• Red blood cell image generation for data augmentation using Conditional Generative Adversarial Networks
• SUSAN: segment unannotated image structure using adversarial network
• CT synthesis from MR images for orthopedic applications in the lower arm using a conditional generative adversarial network
• Learning Bone Suppression from Dual Energy Chest X-rays using Adversarial Networks
• Simulating Patho-realistic Ultrasound Images using Deep Generative Networks with Adversarial Learning
• Stain-transforming cycle-consistent generative adversarial networks for improved segmentation of renal histopathology
• Adversarial Pseudo Healthy Synthesis Needs Pathology Factorization
• Image Synthesis with a Convolutional Capsule Generative Adversarial Network
• CT-realistic data augmentation using generative adversarial network for robust lymph node segmentation - proceedings-of-spie/10950/109503V/CT-realistic-data-augmentation-using-generative-adversarial-network-for-robust/10.1117/12.2512004.short)
• Unsupervisedly Training GANs for Segmenting Digital Pathology with Automatically Generated Annotations
• DavinciGAN: Unpaired Surgical Instrument Translation for Data Augmentation
• XLSor: A Robust and Accurate Lung Segmentor on Chest X-Rays Using Criss-Cross Attention and Customized Radiorealistic Abnormalities Generation
• Unsupervised Cross-Modality Domain Adaptation of ConvNets for Biomedical Image Segmentations with Adversarial Loss
• CT-Realistic Lung Nodule Simulation from 3D Conditional Generative Adversarial Networks for Robust Lung Segmentation
• Mask2Lesion: Mask-Constrained Adversarial Skin Lesion Image Synthesis - 3-030-32778-1_8) [[arXiv]](https://arxiv.org/abs/1906.05845)
• A modality conversion approach to MV-DRs and kV-DRRs registration using information bottlenecked conditional generative adversarial network
• Leveraging Regular Fundus Images for Training UWF Fundus Diagnosis Models via Adversarial Learning and Pseudo-Labeling
• Synthesis of brain tumor multicontrast MR images for improved data augmentation
• mustGAN: Multi-Stream Generative Adversarial Networks for MR Image Synthesis
• Hierarchical Amortized GAN for 3D High Resolution Medical Image Synthesis - GAN)
• Compressed Sensing MRI Reconstruction with Cyclic Loss in Generative Adversarial Networks
• Compressed Sensing MRI Reconstruction using a Generative Adversarial Network with a Cyclic Loss - ieee-org.cyber.usask.ca/abstract/document/8327637/) (published version of the above preprint)
• Deep Generative Adversarial Networks for Compressed Sensing (GANCS) Automates MRI
• Accelerated Magnetic Resonance Imaging by Adversarial Neural Network - 3-319-67558-9_4)
• Deep De-Aliasing for Fast Compressive Sensing MR
• 3D conditional generative adversarial networks for high-quality PET image estimation at low dose
• Improving resolution of MR images with an adversarial network incorporating images with different contrast
• CT Super-resolution GAN Constrained by the Identical, Residual, and Cycle Learning Ensemble(GAN-CIRCLE)
• Denoising of 3-D Magnetic Resonance Images Using a Residual Encoder-Decoder Wasserstein Generative Adversarial Network
• Sparse-View CT Reconstruction Using Wasserstein GANs - 3-030-00129-2_9)
• DAGAN: Deep De-Aliasing Generative Adversarial Networks for Fast Compressed Sensing MRI Reconstruction
• Adversarial and Perceptual Refinement for Compressed Sensing MRI Reconstruction - 3-030-00928-1_27)
• Refacing: reconstructing anonymized facial features using GANs
• Adversarial Inpainting of Medical Image Modalities
• Adversarial Sparse-View CBCT Artifact Reduction - 3-030-00928-1_18)
• Cardiac MR Motion Artefact Correction from K-space Using Deep Learning-Based Reconstruction - 3-030-00129-2_3)
• Conditional Generative Adversarial Networks for Metal Artifact Reduction in CT Images of the Ear - 3-030-00928-1_1)
• Efficient and Accurate MRI Super-Resolution using a Generative Adversarial Network and 3D Multi-Level Densely Connected Network - 3-030-00928-1_11)
• Multi-channel Generative Adversarial Network for Parallel Magnetic Resonance Image Reconstruction in K-space - 3-030-00928-1_21)
• Retrospective correction of Rigid and Non-Rigid MR motion artifacts using GANs
• Brain MRI super-resolution using 3D generative adversarial networks
• Retinal Vasculature Segmentation Using Local Saliency Maps and Generative Adversarial Networks For Image Super Resolution
• Adversarial training with cycle consistency for unsupervised super-resolution in endomicroscopy
• How Can We Make GAN Perform Better in Single Medical Image Super-Resolution? A Lesion Focused Multi-Scale Approach
• X2CT-GAN: Reconstructing CT from Biplanar X-Rays with Generative Adversarial Networks - GAN_Reconstructing_CT_From_Biplanar_X-Rays_With_Generative_Adversarial_Networks_CVPR_2019_paper.pdf)
• Semi-supervised Assessment of Incomplete LV Coverage in Cardiac MRI Using Generative Adversarial Nets - 3-319-68127-6_7)
• Generalization of Deep Neural Networks for Chest Pathology Classification in X-Rays Using Generative Adversarial Networks
• Unsupervised Learning for Cell-level Visual Representation in Histopathology Images with Generative Adversarial Networks
• Synthetic Data Augmentation using GAN for Improved Liver Lesion Classification
• GAN-based Synthetic Medical Image Augmentation for increased CNN Performance in Liver Lesion Classification
• Unsupervised and semi-supervised learning with Categorical Generative Adversarial Networks assisted by Wasserstein distance for dermoscopy image Classification
• Semi-supervised learning with generative adversarial networks for chest X-ray classification with ability of data domain adaptation
• 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
• Semi-Supervised Deep Learning for Abnormality Classification in Retinal Images
• Deep echocardiography: data-efficient supervised and semi-supervised deep learning towards automated diagnosis of cardiac disease - 018-0065-x)
• Towards generative adversarial networks as a new paradigm for radiology education
• Abnormal Chest X-ray Identification With Generative Adversarial One-Class Classifier
• Adversarial Image Registration with Application for MR and TRUS Image Fusion
• Deformable medical image registration using generative adversarial networks
• Generative Adversarial Networks for MR-CT Deformable Image Registration
• Adversarial Deformation Regularization for Training Image Registration Neural Networks
• Adversarial Similarity Network for Evaluating Image Alignment in Deep Learning Based Registration - 3-030-00928-1_83)
• Joint Registration And Segmentation Of Xray Images Using Generative Adversarial Networks - 3-030-00919-9_9)
• Intraoperative Organ Motion Models with an Ensemble of Conditional Generative Adversarial Networks
• Generative Spatiotemporal Modeling Of Neutrophil Behavior
• Exploiting the potential of unlabeled endoscopic video data with self-supervised learning - 018-1772-0.pdf)
• Adversarial Attacks Against Medical Deep Learning Systems
• Distribution Matching Losses Can Hallucinate Features in Medical Image Translation
• Generalizability vs. Robustness: Investigating Medical Imaging Networks Using Adversarial Examples - 3-030-00928-1_56)
• CT-GAN: Malicious Tampering of 3D Medical Imagery using Deep Learning
• Automated Treatment Planning in Radiation Therapy using Generative Adversarial Networks
• Adversarial training with cycle consistency for unsupervised super-resolution in endomicroscopy
• Retinal Image Synthesis for CAD Development - 3-319-93000-8_70)
• Learning Data Augmentation for Brain Tumor Segmentation with Coarse-to-Fine Generative Adversarial Networks
• MedGAN: Medical Image Translation using GANs
• High-Resolution Mammogram Synthesis using Progressive Generative Adversarial Networks
• High-resolution medical image synthesis using progressively grown generative adversarial networks
• Learning Myelin Content in Multiple Sclerosis from Multimodal MRI through Adversarial Training
• Generation of structural MR images from amyloid PET: Application to MR-less quantification
• Task Driven Generative Modeling for Unsupervised Domain Adaptation Application to X-ray Image Segmentation
• Exploring the potential of generative adversarial networks for synthesizing radiological images of the spine to be used in in silico trials
• Efficient Active Learning for Image Classification and Segmentation using a Sample Selection and Conditional Generative Adversarial Network
• GAN Augmentation: Augmenting Training Data using Generative Adversarial Networks
• Generating Highly Realistic Images of Skin Lesions with GANs - 3-030-01201-4_28)
• Semantic-Aware Generative Adversarial Nets for Unsupervised Domain Adaptation in Chest X-ray Segmentation
• Learning implicit brain MRI manifolds with deep learning - proceedings-of-spie/10574/105741L/Learning-implicit-brain-MRI-manifolds-with-deep-learning/10.1117/12.2293515.short?SSO=1)
• Optimized generation of high-resolution phantom images using cGAN: Application to quantification of Ki67 breast cancer images
• Generative Adversarial Networks for Image-to-Image Translation on Multi-Contrast MR Images-A Comparison of CycleGAN and UNIT - MRI)
• Medical Image Synthesis for Data Augmentation and Anonymization using Generative Adversarial Networks
• Generating Diffusion MRI scalar maps from T1 weighted images using generative adversarial networks
• Adversarial Domain Adaptation for Classification of Prostate Histopathology Whole-Slide Images
• An Adversarial Learning Approach to Medical Image Synthesis for Lesion Removal
• Craniomaxillofacial Bony Structures Segmentation from MRI with Deep-Supervision Adversarial Learning - 3-030-00937-3_82)
• Generative Adversarial Network for Medical Images (MI-GAN) - 018-1072-9)
• Retinal Vessel Segmentation under Extreme Low Annotation: A Generative Adversarial Network Approach
• SynSeg-Net: Synthetic Segmentation Without Target Modality Ground Truth
• Unsupervised Anomaly Detection with Generative Adversarial Networks to Guide Marker Discovery
• CT-realistic data augmentation using generative adversarial network for robust lymph node segmentation - proceedings-of-spie/10950/109503V/CT-realistic-data-augmentation-using-generative-adversarial-network-for-robust/10.1117/12.2512004.short)
• Unsupervised Cross-Modality Domain Adaptation of ConvNets for Biomedical Image Segmentations with Adversarial Loss
• CT-Realistic Lung Nodule Simulation from 3D Conditional Generative Adversarial Networks for Robust Lung Segmentation
• Mask2Lesion: Mask-Constrained Adversarial Skin Lesion Image Synthesis - 3-030-32778-1_8) [[arXiv]](https://arxiv.org/abs/1906.05845)
• A modality conversion approach to MV-DRs and kV-DRRs registration using information bottlenecked conditional generative adversarial network
• Leveraging Regular Fundus Images for Training UWF Fundus Diagnosis Models via Adversarial Learning and Pseudo-Labeling
• Synthesis of brain tumor multicontrast MR images for improved data augmentation
• mustGAN: Multi-Stream Generative Adversarial Networks for MR Image Synthesis
• Hierarchical Amortized GAN for 3D High Resolution Medical Image Synthesis - GAN)
• Compressed Sensing MRI Reconstruction with Cyclic Loss in Generative Adversarial Networks
• Compressed Sensing MRI Reconstruction using a Generative Adversarial Network with a Cyclic Loss - ieee-org.cyber.usask.ca/abstract/document/8327637/) (published version of the above preprint)
• Deep Generative Adversarial Networks for Compressed Sensing (GANCS) Automates MRI
• Accelerated Magnetic Resonance Imaging by Adversarial Neural Network - 3-319-67558-9_4)
• Deep De-Aliasing for Fast Compressive Sensing MR
• Adversarial Stain Transfer for Histopathology Image Analysis
• Chest x-ray generation and data augmentation for cardiovascular abnormality classification - proceedings-of-spie/10574/105741M/Chest-x-ray-generation-and-data-augmentation-for-cardiovascular-abnormality/10.1117/12.2293971.short?SSO=1)
• Deep CT to MR Synthesis using Paired and Unpaired Data
• GAN-based synthetic brain MR image generation
• StainGAN: Stain Style Transfer for Digital Histological Images
• blood vessel geometry synthesis using generative adversarial networks
• Synergistic Reconstruction and Synthesis via Generative Adversarial Networks for Accelerated Multi-Contrast MRI
• Stain normalization of histopathology images using generative adversarial networks
• Tumor-Aware, Adversarial Domain Adaptation from CT to MRI for Lung Cancer Segmentation - 3-030-00934-2_86)
• Unpaired Brain MR-to-CT Synthesis Using a Structure-Constrained CycleGAN - 3-030-00889-5_20)
• Unsupervised learning for cross-domain medical image synthesis using deformation invariant cycle consistency networks - 3-030-00536-8_6)
• ScarGAN: Chained Generative Adversarial Networks to Simulate Pathological Tissue on Cardiovascular MR Scans - 3-030-00889-5_39)
• Dose evaluation of fast synthetic-CT generation using a generative adversarial network for general pelvis MR-only radiotherapy - 6560/aada6d/meta)
• ProstateGAN: Mitigating Data Bias via Prostate Diffusion Imaging Synthesis with Generative Adversarial Networks
• Towards generative adversarial networks as a new paradigm for radiology education
• Red blood cell image generation for data augmentation using Conditional Generative Adversarial Networks
• SUSAN: segment unannotated image structure using adversarial network
• CT synthesis from MR images for orthopedic applications in the lower arm using a conditional generative adversarial network
• Learning Bone Suppression from Dual Energy Chest X-rays using Adversarial Networks
• Abnormal Chest X-ray Identification With Generative Adversarial One-Class Classifier
• Simulating Patho-realistic Ultrasound Images using Deep Generative Networks with Adversarial Learning
• Semi-supervised learning with generative adversarial networks for chest X-ray classification with ability of data domain adaptation
• 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
• Semi-Supervised Deep Learning for Abnormality Classification in Retinal Images
• Deep echocardiography: data-efficient supervised and semi-supervised deep learning towards automated diagnosis of cardiac disease - 018-0065-x)
• Adversarial Image Registration with Application for MR and TRUS Image Fusion
• Deformable medical image registration using generative adversarial networks
• Generative Adversarial Networks for MR-CT Deformable Image Registration
• Adversarial Deformation Regularization for Training Image Registration Neural Networks
• Adversarial Similarity Network for Evaluating Image Alignment in Deep Learning Based Registration - 3-030-00928-1_83)
• Joint Registration And Segmentation Of Xray Images Using Generative Adversarial Networks - 3-030-00919-9_9)
• Intraoperative Organ Motion Models with an Ensemble of Conditional Generative Adversarial Networks
• Generative Spatiotemporal Modeling Of Neutrophil Behavior
• Exploiting the potential of unlabeled endoscopic video data with self-supervised learning - 018-1772-0.pdf)
• Adversarial Attacks Against Medical Deep Learning Systems
• Distribution Matching Losses Can Hallucinate Features in Medical Image Translation
• 3D conditional generative adversarial networks for high-quality PET image estimation at low dose
• Improving resolution of MR images with an adversarial network incorporating images with different contrast
• CT Super-resolution GAN Constrained by the Identical, Residual, and Cycle Learning Ensemble(GAN-CIRCLE)
• Denoising of 3-D Magnetic Resonance Images Using a Residual Encoder-Decoder Wasserstein Generative Adversarial Network
• Sparse-View CT Reconstruction Using Wasserstein GANs - 3-030-00129-2_9)
• DAGAN: Deep De-Aliasing Generative Adversarial Networks for Fast Compressed Sensing MRI Reconstruction
• Adversarial and Perceptual Refinement for Compressed Sensing MRI Reconstruction - 3-030-00928-1_27)
• Refacing: reconstructing anonymized facial features using GANs
• Adversarial Inpainting of Medical Image Modalities
• Adversarial Sparse-View CBCT Artifact Reduction - 3-030-00928-1_18)
• Cardiac MR Motion Artefact Correction from K-space Using Deep Learning-Based Reconstruction - 3-030-00129-2_3)
• Conditional Generative Adversarial Networks for Metal Artifact Reduction in CT Images of the Ear - 3-030-00928-1_1)
• Efficient and Accurate MRI Super-Resolution using a Generative Adversarial Network and 3D Multi-Level Densely Connected Network - 3-030-00928-1_11)
• Multi-channel Generative Adversarial Network for Parallel Magnetic Resonance Image Reconstruction in K-space - 3-030-00928-1_21)
• Retrospective correction of Rigid and Non-Rigid MR motion artifacts using GANs
• Brain MRI super-resolution using 3D generative adversarial networks
• Retinal Vasculature Segmentation Using Local Saliency Maps and Generative Adversarial Networks For Image Super Resolution
• How Can We Make GAN Perform Better in Single Medical Image Super-Resolution? A Lesion Focused Multi-Scale Approach
• X2CT-GAN: Reconstructing CT from Biplanar X-Rays with Generative Adversarial Networks - GAN_Reconstructing_CT_From_Biplanar_X-Rays_With_Generative_Adversarial_Networks_CVPR_2019_paper.pdf)
• Semi-supervised Assessment of Incomplete LV Coverage in Cardiac MRI Using Generative Adversarial Nets - 3-319-68127-6_7)
• Generalization of Deep Neural Networks for Chest Pathology Classification in X-Rays Using Generative Adversarial Networks
• Unsupervised Learning for Cell-level Visual Representation in Histopathology Images with Generative Adversarial Networks
• Synthetic Data Augmentation using GAN for Improved Liver Lesion Classification
• GAN-based Synthetic Medical Image Augmentation for increased CNN Performance in Liver Lesion Classification
• Unsupervised and semi-supervised learning with Categorical Generative Adversarial Networks assisted by Wasserstein distance for dermoscopy image Classification
• Generalizability vs. Robustness: Investigating Medical Imaging Networks Using Adversarial Examples - 3-030-00928-1_56)
• CT-GAN: Malicious Tampering of 3D Medical Imagery using Deep Learning
• Automated Treatment Planning in Radiation Therapy using Generative Adversarial Networks
• Adversarial Image Synthesis for Unpaired Multi-Modal Cardiac Data - 3-319-68127-6_1)
• Biomedical Data Augmentation Using Generative Adversarial Neural Networks - 3-319-68612-7_71)
• Towards Virtual H&E Staining of Hyperspectral Lung Histology Images Using Conditional Generative Adversarial Networks
• How to Fool Radiologists with Generative Adversarial Networks? A Visual Turing Test for Lung Cancer Diagnosis
• Unsupervised Reverse Domain Adaptation for Synthetic Medical Images via Adversarial Training
• Modelling the Progression of Alzheimer’s Disease in MRI Using Generative Adversarial Networks - proceedings-of-spie/10574/105741K/Modelling-the-progression-of-Alzheimers-disease-in-MRI-using-generative/10.1117/12.2293256.short?SSO=1)