Synthesizing VERDICT Maps from Standard DWI Data Using GANs
نویسندگان
چکیده
VERDICT maps have shown promising results in clinical settings discriminating normal from malignant tissue and identifying specific Gleason grades non-invasively. However, the quantitative estimation of requires a diffusion-weighed imaging (DWI) acquisition. In this study we investigate feasibility synthesizing standard DWI data multi-parametric (mp)-MRI by employing conditional generative adversarial networks (GANs). We use 67 patients who underwent both DWI-MRI MRI rely on correlation analysis mean squared error to quantitatively evaluate quality synthetic maps. Quantitative show that values tumour areas real were strongly correlated while qualitative indicate our method can generate realistic could supplement mp-MRI assessment for better diagnosis.
منابع مشابه
Synthesizing Audio with Gans
While Generative Adversarial Networks (GANs) have seen wide success at the problem of synthesizing realistic images, they have seen little application to audio generation. In this paper, we introduce WaveGAN, a first attempt at applying GANs to raw audio synthesis in an unsupervised setting. Our experiments on speech demonstrate that WaveGAN can produce intelligible words from a small vocabular...
متن کاملSynthesizing Filamentary Structured Images with GANs
This paper aims at synthesizing filamentary structured images such as retinal fundus images and neuronal images, as follows: Given a ground-truth, to generate multiple realistic looking phantoms. A ground-truth could be a binary segmentation map containing the filamentary structured morphology, while the synthesized output image is of the same size as the ground-truth and has similar visual app...
متن کاملSynthesizing Environment Maps from a Single Image
Environment mapping is a popular technique for creating consistent lighting when compositing a virtual object into a real scene. However, capturing an environment map usually requires physical access to the scene to obtain illumination measurements. But what if all one has available is a single photograph of the scene? In this paper, we study techniques for synthesizing plausible environment ma...
متن کاملNovel Approach for Heart Disease verdict Using Data Mining Technique
Nowadays Heart Disease is one of the main causes of death in and around countries. Several studies with different technologies have been made in diagnosis and treatment ofheart disease, which includes association rules, logistic regression, fuzzy modeling, Decision tree and neural network. The existing system uses the C4.5 decision tree algorithm to predict this type of disease in an existing t...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Lecture Notes in Computer Science
سال: 2021
ISSN: ['1611-3349', '0302-9743']
DOI: https://doi.org/10.1007/978-3-030-87615-9_6