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The CYTOMINE project (started in 2010) is continuously developing a rich internet application using modern web technologies, databases, and machine learning to foster active and distributed collaboration and ease large-scale image exploitation. Our software is e.g. being used by life scientists to help them better evaluate drug treatments or understand biological processes directly from whole-slide tissue images, by pathologists to share and ease their diagnosis, and by teachers and students for pathology training purposes.