SGP-PHARMA.COM
Updated 184 days ago
Image Data Augmentation Toolkit and Visualizer This is a tool for visualizing and analyzing image data augmentation methods... Image Augmentation Toolkit and Visualizer is an open-source web application designed to visualise and analyse the effects of image data augmentation techniques using visual outputs and quantitative metrics. The toolkit was developed as a practical resource for researchers, practitioners and educators, and aims to bridge the gap between theoretical augmentation methods and their actual impact on image structures, perceptual quality and pixel-level characteristics... Data augmentation is a crucial component of machine learning pipelines, improving model generalisation, robustness and fairness. However, the way in which different augmentation techniques manipulate image content, such as structural details, contrast, sharpness and perceptual similarity, is often understood intuitively rather than based on measurable evidence. This toolkit provides an interactive,..