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This special issue invites manuscripts for image and video analysis from sensors using Artificial Intelligence (AI) and Machine Learning (ML). AI and ML algorithms can be trained to detect and recognize objects of interest within images or videos, classify images or videos into different categories based on their content, and perform semantic segmentation. The rapid advancement of AI and ML is opening up new possibilities for extracting valuable insights and information from visual data, leading to numerous applications in various fields such as healthcare, transportation, drone, education, entertainment, and security.