Skewness in blood collection tube position

Picking the right camera for an automated blood collection tube classification system is a daunting task, especially given the challenges such as skewness in placement, varying lighting, and multiple colors. In this article, learn how to overcome these challenges using a world-class embedded camera and machine learning-based data augmentation approach.