Ten Years In: Deep Learning Changed Computer Vision, But The Classical Elements Still Stand

AI Unleashed is an exclusive executive event for enterprise data leaders. Computer Vision (CV) has been evolving for decades, and deep learning has been a major breakthrough in recent years. Deep learning and classical CV are both still evolving, with deep learning being especially useful for object detection and classification. Deep learning can transform CV, but only when appropriate training data is available or when identified logical or geometrical constraints can enable the network to autonomously enforce the learning process. Classical CV was used to detect objects, identify features and label each pixel within an image.