Tech Xplore

Stress-testing AI vision systems: Rethinking how adversarial images are generated

Deep neural networks (DNNs) have become a cornerstone of modern AI technology, driving a thriving field of research in ...
Frontiers

Improving remote sensing scene classification with data augmentation techniques to mitigate class imbalance

1 Qingdao Huanghai University, Qingdao, China 2 College of Geodesy and Geomatics, Shandong University of Science and Technology, Qingdao, China High-resolution remote sensing imagery is a powerful ...
IEEE

Data Augmentation for Improving CNNs in Medical Image Classification

Abstract: Medical image is essential for physicians to diagnose diseases. And convolutional neural networks (CNNs) have gained momentum for computer-aided diagnosis (CAD) medical image. However, there ...
Frontiers

Enhanced-RICAP: a novel data augmentation strategy for improved deep learning-based plant disease identification and mobile diagnosis

Introduction: Plant diseases pose a significant threat to global food security and agricultural productivity, making accurate and timely disease identification essential for effective crop management ...
inforum

Cass County allows AI data center company to construct intersections for project

Applied Digital said it will cover the costs to build the bypasses and turn lanes needed for trucks to drive into the data center site. A mockup of Applied Digital’s 280-megawatt data center, or AI ...
IEEE

Self-Conditioned Generative Data Augmentation for Image Classification

Abstract: Data augmentation is a widely used technique that not only increases the size of the training dataset but also improves the generalization ability of deep learning models. Traditional image ...
Scientific Research Publishing

Frid-Adar, M., Diamant, I., Klang, E., Amitai, M., Goldberger, J. and Greenspan, H. (2018) GAN-Based Synthetic Medical Image Augmentation for Increased CNN Performance in Liver ...

ABSTRACT: High-quality data is essential for hospitals, public health agencies, and governments to improve services, train AI models, and boost efficiency. However, real data comes with challenges: ...
Scientific Research Publishing

Shorten, C. and Khoshgoftaar, T.M. (2019) A Survey on Image Data Augmentation for Deep Learning. Journal of Big Data, 6, 1-48.

ABSTRACT: High-quality data is essential for hospitals, public health agencies, and governments to improve services, train AI models, and boost efficiency. However, real data comes with challenges: ...