Knowledge engineering with image data in real-world settings

Margaret Warren, David A. Shamma, Patrick J. Hayes · Data Archiving and Networked Services (DANS) · 2021

We report on experiences in adding ML-trained visual recognition modules to a human-oriented image semantic annotation tool which creates RDF descriptions of images and scene contents. We conclude that ML cannot replace expert humans but can aid them in various ways, some unexpected. Semantic markup systems can be to designed to align human and machine blind spots. Finally, we briefly outline directions for future work.

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