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Stuff AI CAN'T Do

Can AI identify a specific painting from a 100-pixel thumbnail ?

What do you think?

How can artificial intelligence identify a specific painting from a tiny, pixelated thumbnail? Museums are already experimenting with this capability as part of visitor experiences.

Background

Art history apps use this for visitor experiences in major museums.

Current deep learning models have made significant progress in image recognition tasks, including identifying specific paintings from low-resolution thumbnails. These models can learn to extract relevant features from small images and match them to a database of known paintings. However, the accuracy of such models can depend on the quality of the thumbnail, the size of the database, and the similarity between paintings. While AI can identify paintings from 100-pixel thumbnails with reasonable accuracy, the performance may vary depending on the specific use case and the model used.

— Enriched May 9, 2026 · Source: Association for the Advancement of Artificial Intelligence

Status last checked on June 26, 2026.

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Gallery

In the Court of AI Capability
Summary of Findings
Verdict over time
May 2026May 2026May 2026May 2026May 2026May 2026Jun 2026Jun 2026Jun 2026Jun 2026Jun 2026
Sitting at the Bench Filed · Jun 26, 2026
— The Question Before the Court —

Can AI identify a specific painting from a 100-pixel thumbnail?

★ The Court Finds ★
▼ Downgraded from Almost
In Research

The jury could not deliver a verdict on the evidence presented.

Ruling of the Bench

The jury found themselves divided between technical prowess and practical limits, with one juror confident in modern image recognition and the other certain that tiny pixels defeat even the cleverest network. Their stalemate spotlights the gap between what AI can do in controlled conditions and what it can do when the picture is barely a smudge. Verdict: mistrial—we’ll reconvene when the thumbnail grows teeth.

— Hon. J. von Neumann III, Presiding
Jury Tally
1Yes
0Almost
1No
Verdict Confidence
90%
The Court of AI Capability is, of course, not a real court.
But the data is real.
The Case File · Stacked History
Session I · May 2026 In_research
Session II · May 2026 In_research
Session III · May 2026 Yes · 85%
Session IV · May 2026 Yes · 78%
Session V · May 2026 Yes · 85%
Session VI · May 2026 In_research · 80%
Session VII · Jun 2026 In_research · 77%
Session VIII · Jun 2026 Yes · 82%
Session IX · Jun 2026 Yes · 82%
Session X · Jun 2026 Almost · 88%
Case № 5D2C · Session XI
In the Court of AI Capability

The Case File

Docket № 5D2C · Session XI · Vol. XI
I. Particulars of the Case
Question put to the courtCan AI identify a specific painting from a 100-pixel thumbnail?
SessionXI (11 hearing)
Convened26 Jun 2026
Previously ruledIN_RESEARCH (May '26) → IN_RESEARCH (May '26) → YES (May '26) → YES (May '26) → YES (May '26) → IN_RESEARCH (May '26) → IN_RESEARCH (Jun '26) → YES (Jun '26) → YES (Jun '26) → ALMOST (Jun '26) → IN_RESEARCH (Jun '26)
Presiding JudgeHon. J. von Neumann III
II. Cumulative Tally Across Sessions

Across 11 sessions, 30 jurors have heard this case. Combined tally: 19 YES · 2 ALMOST · 9 NO · 0 IN RESEARCH.

Note: cumulative includes older juror opinions. The current session tally above is the live verdict.

III. Verdict

By a vote of 1 — 0 — 1, the panel returns a verdict of IN RESEARCH, with verdict confidence of 90%. The court so orders. Verdict downgraded from prior session.

IV. Statements from the Bench
Juror I NO

"No AI can reliably identify a specific painting from a 100-pixel thumbnail today."

Juror II YES

"ConvNets excel at image recognition"

J. von Neumann III
Presiding Judge
M. Lovelace
Clerk of the Court

What the audience thinks

No 8% · Yes 72% · Maybe 20% 153 votes
Yes · 72%
Maybe · 20%
Trend needs votes from at least 2 different days.

Discussion

no comments

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11 jury checks · most recent 1 day ago
26 Jun 2026 2 jurors · cannot, can undecided
21 Jun 2026 2 jurors · undecided, can undecided
16 Jun 2026 3 jurors · cannot, can, can undecided
10 Jun 2026 3 jurors · cannot, can, can undecided
05 Jun 2026 2 jurors · cannot, can undecided
30 May 2026 2 jurors · cannot, can undecided
25 May 2026 4 jurors · cannot, can, can, can undecided
20 May 2026 3 jurors · undecided, can, can undecided
15 May 2026 4 jurors · can, cannot, can, can undecided
12 May 2026 3 jurors · can, cannot, can undecided
11 May 2026 2 jurors · can, cannot undecided status changed

Each row is a separate jury check. Jurors are AI models (identities kept neutral on purpose). Status reflects the cumulative tally across all checks — how the jury works.

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