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1966 MIT project targeted computer vision goals

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Shubhendu Trivedi described a 1966 MIT Project MAC summer effort under Marvin Minsky that sought to solve computer vision. MIT accounts indicate the goals took roughly 50 years to reach practical realization. Trivedi asked whether added compute power alone could have enabled success without large modern datasets. Luca Ambrogioni replied that the absence of such datasets would have prevented any breakthrough.

Original post

There is this MIT folk story that goes like "Minsky told a student to solve vision over the summer." It refers to an actual [quite ambitious] Project MAC 1966 summer project. Its goals only took ~50 years. If they had the compute but not huge datasets, could they have succeeded?

7:25 AM · May 14, 2026 View on X

There is this MIT folk story that goes like "Minsky told a student to solve vision over the summer." It refers to an actual [quite ambitious] Project MAC 1966 summer project. Its goals only took ~50 years. If they had the compute but not huge datasets, could they have succeeded?

2:25 PM · May 14, 2026 · 7.2K Views

The actual project, one could say, could have happened. But I am talking of the folk version "attach a camera and describe whatever you see." What alternate tradition could it have led to? It's a non-serious-seeming counterfactual that is also an interesting historical exercise.

Shubhendu TrivediShubhendu Trivedi@_onionesque

There is this MIT folk story that goes like "Minsky told a student to solve vision over the summer." It refers to an actual [quite ambitious] Project MAC 1966 summer project. Its goals only took ~50 years. If they had the compute but not huge datasets, could they have succeeded?

2:25 PM · May 14, 2026 · 7.2K Views
2:33 PM · May 14, 2026 · 543 Views

The default answer is of course no, not feasible. In many ways various ML traditions and schools around AI were different counterfactual rollouts, since they all underestimated (and overestimated) different aspects.

Shubhendu TrivediShubhendu Trivedi@_onionesque

The actual project, one could say, could have happened. But I am talking of the folk version "attach a camera and describe whatever you see." What alternate tradition could it have led to? It's a non-serious-seeming counterfactual that is also an interesting historical exercise.

2:33 PM · May 14, 2026 · 543 Views
2:54 PM · May 14, 2026 · 193 Views

But looking at the abstract you can see where the story comes from (used to be commonly told in Vision, heard it many times as a graduate student).

Shubhendu TrivediShubhendu Trivedi@_onionesque

There is this MIT folk story that goes like "Minsky told a student to solve vision over the summer." It refers to an actual [quite ambitious] Project MAC 1966 summer project. Its goals only took ~50 years. If they had the compute but not huge datasets, could they have succeeded?

2:25 PM · May 14, 2026 · 7.2K Views
5:10 PM · May 14, 2026 · 2.3K Views

And tbc, I meant only using what could be feasibly implemented at the time.

But some of the works from the time were geniunely quite modern e.g. the first (largely conceptual) statistical ML paper from 1956 by Solomonoff.

Shubhendu TrivediShubhendu Trivedi@_onionesque

But looking at the abstract you can see where the story comes from (used to be commonly told in Vision, heard it many times as a graduate student).

5:10 PM · May 14, 2026 · 2.3K Views
5:15 PM · May 14, 2026 · 232 Views

@_onionesque No

Shubhendu TrivediShubhendu Trivedi@_onionesque

There is this MIT folk story that goes like "Minsky told a student to solve vision over the summer." It refers to an actual [quite ambitious] Project MAC 1966 summer project. Its goals only took ~50 years. If they had the compute but not huge datasets, could they have succeeded?

2:25 PM · May 14, 2026 · 7.2K Views
4:01 PM · May 14, 2026 · 252 Views
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