A curated list of awesome GAN resources in medical imaging, inspired by the other awesome-* initiatives.
For a complete list of GANs in general computer vision, please visit really-awesome-gan.
To complement or correct it, please contact me at [email protected] or send a pull request.
- Low Dose CT Denoising
- Segmentation
- Detection
- Medical Image Synthesis
- Reconstruction
- Classification
- Others
- Generative Adversarial Networks for Noise Reduction in Low-Dose CT [TMI]
- Low Dose CT Image Denoising Using a Generative Adversarial Network with Wasserstein Distance and Perceptual Loss [arXiv]
- Sharpness-aware Low dose CT denoising using conditional generative adversarial network [arXiv] [JDI] [code]
- SegAN: Adversarial Network with Multi-scale L1 Loss for Medical Image Segmentation [arXiv]
- Adversarial training and dilated convolutions for brain MRI segmentation [arXiv]
- Retinal Vessel Segmentation in Fundoscopic Images with Generative Adversarial Networks [arXiv]
- Automatic Liver Segmentation Using an Adversarial Image-to-Image Network [arXiv]
- Deep Adversarial Networks for Biomedical Image Segmentation Utilizing Unannotated Images [MICCAI17]
- SCAN: Structure Correcting Adversarial Network for Organ Segmentation in Chest X-rays [arXiv]
- Adversarial Deep Structured Nets for Mass Segmentation from Mammograms [arXiv] [code]
- Adversarial Synthesis Learning Enables Segmentation Without Target Modality Ground Truth [arXiv]
- Adversarial neural networks for basal membrane segmentation of microinvasive cervix carcinoma in histopathology images [ICMLC]
- Unsupervised domain adaptation in brain lesion segmentation with adversarial networks [IPMI2017]
- whole heart and great vessel segmentation with context aware generative adversarial network [BM]
- Generative Adversarial Neural Networks for Pigmented and Non-Pigmented Skin Lesions Detection in Clinical Images [CSCS2017]
- Generative Adversarial Networks to Segment Skin Lesions [ISBI2018]
- Unsupervised Anomaly Detection with Generative Adversarial Networks to Guide Marker Discovery [arXiv]
- Generative adversarial networks for brain lesion detection [JMI]
- Adversarial Networks for the Detection of Aggressive Prostate Cancer [arXiv]
- Visual Feature Attribution using Wasserstein GANs [arXiv]
- Medical Image Synthesis with Context-Aware Generative Adversarial Networks [arXiv]
- Deep MR to CT Synthesis using Unpaired Data [arXiv]
- Synthesizing Filamentary Structured Images with GANs [arXiv] [code]
- Synthesis of Positron Emission Tomography (PET) Images via Multi-channel Generative Adversarial Networks (GANs) [arXiv]
- Freehand Ultrasound Image Simulation with Spatially-Conditioned Generative Adversarial Networks [arXiv]
- Synthetic Medical Images from Dual Generative Adversarial Networks [arXiv]
- Virtual PET Images from CT Data Using Deep Convolutional Networks: Initial Results [arXiv]
- Towards Adversarial Retinal Image Synthesis [arXiv]
- End-to-end Adversarial Retinal Image Synthesis [TMI] (published vision of the above preprint)
- Adversarial Image Synthesis for Unpaired Multi-Modal Cardiac Data [SASHIMI 2017]
- Biomedical Data Augmentation Using Generative Adversarial Neural Networks [ICANN 2017]
- Towards Virtual H&E Staining of Hyperspectral Lung Histology Images Using Conditional Generative Adversarial Networks [ICCV2017 workshop]
- How to Fool Radiologists with Generative Adversarial Networks? A Visual Turing Test for Lung Cancer Diagnosis [arXiv]
- Unsupervised Reverse Domain Adaptation for Synthetic Medical Images via Adversarial Training [arXiv]
- Unsupervised Histopathology Image Synthesis [arXiv]
- Image Synthesis in Multi-Contrast MRI with Conditional Generative Adversarial Networks [arXiv]
- Translating and Segmenting Multimodal Medical Volumes with Cycle- and Shape-Consistency Generative Adversarial Network [arXiv]
- MRI Image-to-Image Translation for Cross-Modality Image Registration and Segmentation [arXiv]
- Cross-modality image synthesis from unpaired data using CycleGAN: Effects of gradient consistency loss and training data size [arXiv]
- Cross-Modality Synthesis from CT to PET using FCN and GAN Networks for Improved Automated Lesion Detection [arXiv]
- MelanoGANs: High Resolution Skin Lesion Synthesis with GANs [arXiv]
- Domain-adversarial neural networks to address the appearance variability of histopathology images [arXiv]
- Neural Stain-Style Transfer Learning using GAN for Histopathological Images [arXiv]
- Generative Adversarial Training for MRA Image Synthesis Using Multi-Contrast MRI [arXiv]
- Histopathology Stain-Color Normalization Using Generative Neural Networks [MIDL2018]
- 3D cGAN based cross-modality MR image synthesis for brain tumor segmentation [ISBI2018]
- Deep CT to MR Synthesis using Paired and Unpaired Data [arXiv]
- GAN-based synthetic brain MR image generation [ISBI2018]
- StainGAN: Stain Style Transfer for Digital Histological Images [arXiv]
- Adversarial Stain Transfer for Histopathology Image Analysis [TMI]
- Chest x-ray generation and data augmentation for cardiovascular abnormality classification [SPIE MI2018]
- Compressed Sensing MRI Reconstruction with Cyclic Loss in Generative Adversarial Networks [arXiv]
- Compressed Sensing MRI Reconstruction using a Generative Adversarial Network with a Cyclic Loss [TMI] (published version of the above preprint)
- Deep Generative Adversarial Networks for Compressed Sensing (GANCS) Automates MRI [arXiv] [code]
- Accelerated Magnetic Resonance Imaging by Adversarial Neural Network [DLMIA MICCAI 2017]
- Deep De-Aliasing for Fast Compressive Sensing MR [arXiv]
- 3D conditional generative adversarial networks for high-quality PET image estimation at low dose [NI]
- Semi-supervised Assessment of Incomplete LV Coverage in Cardiac MRI Using Generative Adversarial Nets [SASHIMI 2017]
- Generalization of Deep Neural Networks for Chest Pathology Classification in X-Rays Using Generative Adversarial Networks [arXiv]
- Unsupervised Learning for Cell-level Visual Representation in Histopathology Images with Generative Adversarial Networks [arXiv] [code]
- Synthetic Data Augmentation using GAN for Improved Liver Lesion Classification [arXiv]
- GAN-based Synthetic Medical Image Augmentation for increased CNN Performance in Liver Lesion Classification [arXiv](extended version of above preprint)
- Unsupervised and semi-supervised learning with Categorical Generative Adversarial Networks assisted by Wasserstein distance for dermoscopy image Classification [arXiv]
- Semi-supervised learning with generative adversarial networks for chest X-ray classification with ability of data domain adaptation [ISBI2018]
- Intraoperative Organ Motion Models with an Ensemble of Conditional Generative Adversarial Networks [arXiv]
- Retinal Vasculature Segmentation Using Local Saliency Maps and Generative Adversarial Networks For Image Super Resolution [arXiv]
- Adversarial training with cycle consistency for unsupervised super-resolution in endomicroscopy [MIDL2018]
- Brain MRI super-resolution using 3D generative adversarial networks [MIDL2018]
- Generative Spatiotemporal Modeling Of Neutrophil Behavior [ISBI2018]
- Deformable medical image registration using generative adversarial networks [ISBI2018]