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"I operate by a code that makes me responsible for what I do, makes me definitely, directly, genuinely responsible. I am precisely the kind of person I made myself out to be."
- Harlan Ellison

Visual Pattern Recognition  
  A robot's ability to respond to programmed visual stimulus  

Very early reference to this idea. In the story, G-3a is one of the Earth's last robots trying to reconstruct or rebuild new robots to take his place.

"This," said G-3a thoughtfully, "is the only perfect brain that I could find. You see, I am not trying to create something; I am merely rebuilding. Those" - he nodded to the black squares - "are the sensory organs. The visions from the eyes are flashed upon these as though they were screens. Beyond those eyes is the response mechanism, thousands and thousands of photo-electric cells. Men made it so that it would react mechanically to certain images. Movement, the simple avoidance of objects, the urge to kill, these are directed by the copper sphere."
Technovelgy from Rust, by Joseph E. Kelleam.
Published by Astounding Stories in 1939
Additional resources -

Thanks to the Three Hoarsemen for pointing this story out.

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Additional resources:
  More Ideas and Technology from Rust
  More Ideas and Technology by Joseph E. Kelleam
  Tech news articles related to Rust
  Tech news articles related to works by Joseph E. Kelleam

Visual Pattern Recognition-related news articles:
  - Face Mining Star Trek For Kirk, 7-Eleven For You

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LORIS Passive-Gripper Climbing Robot
Athena Smart Security Guard Robot With Face Recognition
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No Tips! Robotic Food Delivery In Phoenix

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