Between 1947 and 1992, these maps also used consistent symbols for oil and gas wells: a hollow black circle. "For a human being, looking at this circle and recognizing it is extremely easy ...

A new, state-of-the-art deep learning framework was trained to recognize oil and gas well symbols on historical topographic maps spanning decades. Using this approach, researchers highlighted over ...