Curriculum Companion · Interactive Demonstrations

Interactive Surgical AI Demos.

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

DemoSynthetic & benchmark demonstration only · Explicit provenance from public research datasets · Not real-time clinical data.

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Benchmarked Computer Vision Tasks

Select a task below to inspect model output representations and performance characteristics.

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.

Continue with the Surgical AI Curriculum

Deepen your understanding of data provenance, annotation methods, and model evaluation protocols.

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