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Research Showcase · Interactive Demos

Interactive surgical AI demonstrations.

Explore precomputed machine vision outputs generated from public benchmark datasets (Cholec80, CholecT50, Endoscapes) and validated research architectures.

Research demonstrations on de-identified benchmarks · Not for real-time diagnostic or clinical use.
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Cholec80Laparoscopic cholecystectomy

Phase recognition timeline

Where is this operation in its workflow?

Predicted phase

00:00 / 00:01

Preparation

What this helps with

A surgeon can jump to key steps, review timing, and discuss workflow variation without watching the entire case from the beginning.

What to be careful about

Phase labels simplify a procedure. Difficult anatomy, bleeding, pauses, and non-standard sequences can make adjacent phases hard to separate.

Want to benchmark your own models against these tasks?

Operative Signal provides standardized multicentre validation suites for surgical computer vision models.

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