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Artificial Intelligence  /  AI 0536  ·  Atom · ~20 seconds

Templates Are Learned

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The templates in a modern vision system are not designed — their weights are knobs like any others, sculpted by descent and backward blame until the templates that help prediction exist.

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Edge-preferring, stripe-preferring, and blob-preferring templates emerge because they help — nobody drew them.

Watch for

A learned template answers to prediction error, not to human ideas of what vision should notice.