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 xiy525@mail.usask.ca or send a pull request.
- 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 [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]
- 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]
- Compressed Sensing MRI Reconstruction with Cyclic Loss in Generative Adversarial Networks [arXiv]
- 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 MRI [arXiv]
- 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]