GANs for Data Augmentation in Healthcare

GANs for Data Augmentation in Healthcare portes grátis

GANs for Data Augmentation in Healthcare

Naved, Mohd; Solanki, Arun

Springer International Publishing AG

11/2023

251

Dura

Inglês

9783031432040

15 a 20 dias

Descrição não disponível.
Chapter. 1. Role of Machine learning in Detection and Classification of Leukemia: A Comparative Analysis.- Chapter. 2. A Review on Mode Collapse Reducing GANs with GAN's Algorithm and Theory.- Chapter. 3. Medical Image Synthesis using Generative Adversarial Networks.- Chapter. 4. Chest X-ray data augmentation with Generative Adversarial Networks for pneumonia and COVID diagnosis.- Chapter. 5. State of the Art Framework based Detection of GAN Generated Face Images.- Chapter. 6. Data Augmentation in Classifying Chest Radiograph Images (CXR) using DCGAN-CNN.- Chapter. 7. Data Augmentation Approaches Using Cycle Consistent Adversarial Networks.- Chapter. 8. Geometric Transformations-based Medical Image Augmentation.- Chapter. 9. Generative Adversarial Learning for Medical Thermal Imaging Analysis.- Chapter. 10. Improving Performance of a Brain Tumor Detection on MRI Images using DCGAN-based Data Augmentation and Vision Transformer(ViT) Approach.- Chapter. 11. Combining Super-Resolution GAN and DC GAN for Enhancing Medical Image Generation: A Study on Improving CNN Model Performance.- Chapter. 12. GAN for Augmenting Cardiac MRI Segmentation.- Chapter. 13. WGAN for Data Augmentation.- Chapter. 14. Image Segmentation in Medical Images by Using Semi - Supervised Methods.
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GANS;Healthcare;Machine Learning;Medical Records;Generative Adversarial Network;GAN based Image Augmentation;Medical Image augmentation;Data Transformation and Augmentation using GAN;Generative Network for Image Generation;Healthcare Imaging Augmentation;Data Augmentation in Healthcare;X-ray Image augmentation;GAN Based Healthcare Image Augmentation;GANs for Dataset creation