Adversarial Training and Dilated Convolutions for Brain MRI Segmentation

@inproceedings{Moeskops2017AdversarialTA,
  title={Adversarial Training and Dilated Convolutions for Brain MRI Segmentation},
  author={P. Moeskops and M. Veta and Maxime W. Lafarge and K. A. Eppenhof and J. Pluim},
  booktitle={DLMIA/ML-CDS@MICCAI},
  year={2017}
}
  • P. Moeskops, M. Veta, +2 authors J. Pluim
  • Published in DLMIA/ML-CDS@MICCAI 2017
  • Computer Science, Psychology
  • Convolutional neural networks (CNNs) have been applied to various automatic image segmentation tasks in medical image analysis, including brain MRI segmentation. Generative adversarial networks have recently gained popularity because of their power in generating images that are difficult to distinguish from real images. 
    83 Citations
    SUSAN: segment unannotated image structure using adversarial network
    • F. Liu
    • Computer Science, Medicine
    • Magnetic resonance in medicine
    • 2019
    • 17
    • PDF
    voxel-GAN: Adversarial Framework for Learning Imbalanced Brain Tumor Segmentation
    • 4
    Generative adversarial networks to segment skin lesions
    • 20
    • PDF
    Generative adversarial networks and adversarial methods in biomedical image analysis
    • 10
    • PDF

    References

    SHOWING 1-10 OF 21 REFERENCES
    Deep Learning for Multi-Task Medical Image Segmentation in Multiple Modalities
    • 139
    • PDF
    Dilated Convolutional Neural Networks for Cardiovascular MR Segmentation in Congenital Heart Disease
    • 62
    • PDF
    Unsupervised domain adaptation in brain lesion segmentation with adversarial networks
    • 213
    • PDF
    Semantic Segmentation using Adversarial Networks
    • 421
    • PDF
    Adversarial Networks for the Detection of Aggressive Prostate Cancer
    • 81
    • Highly Influential
    • PDF
    Deep convolutional neural networks for multi-modality isointense infant brain image segmentation
    • 489
    Brain tumor segmentation with Deep Neural Networks
    • 1,355
    • PDF
    Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks
    • 6,851
    • PDF
    SCAN: Structure Correcting Adversarial Network for Chest X-rays Organ Segmentation
    • 41
    • PDF