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"The way you write science fiction is: you sit down at your writing machine and you open your mind to the first thought that comes through."
- Frederik Pohl

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

Articles related to Robotics
Robot Hand Separate From Robot
Is Optimus Autonomous Or Teleoperated?
Robot Masseuse Rubs People The Right Way
Optimus Robot Can Charge Itself

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Science Fiction in the News

Mechazilla Arms Catch A Falling Starship, But Check Out SF Landing-ARMS
'...the rocket’s landing-arms automatically unfolded.'

A System To Defeat AI Face Recognition
'...points and patches of light... sliding all over their faces in a programmed manner that had been designed to foil facial recognition systems.'

Robot Hand Separate From Robot
'The crawling, exploring object was V-Stephen's surgeon-hand...'

Hybrid Wind Solar Devices
'...the combined Wind-Suncatcher, like a spray of tulips mounted fanwise.'

Is Optimus Autonomous Or Teleoperated?
'I went to the control room where the three other men were manipulating their mechanical men.'

Robot Masseuse Rubs People The Right Way
'The automatic massager began to fumble gently...'

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'The low-slung monorail car, straddling its single track, bored through the shadows on a slowly rising course.'

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'It was a smooth ovoid floating a few inches from the floor...'

Optimus Robot Can Charge Itself
'... he thrust in his charging arm to replenish his store of energy.'

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'...the terrible Jovian gravity that made each movement an effort.'

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