CleanVision is a data-centric AI package for automatically detecting potential issues in image datasets before applying machine learning. It checks for predefined issues including blurry images, under/over-exposed images, near-duplicates, and other visual quality problems. Users simply point it at a folder of images and run a few lines of Python to generate a report of dataset issues that should be addressed prior to model training.