A pilot on synthetic data. Parametric vessels were cut into simulated ultrasound frames, a segmentation network was trained on those frames, and each test vessel was rebuilt in 3D from the network's output and scored against the vessel it came from.
University of Southampton · VividGen Ltd
01 /At a glance
Reading the pilot repository…
Test vessels
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3D Dice, speckled
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Hausdorff, speckled
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ASSD, speckled
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02 /Visualiser
Build a vessel, then scan it.
The pilot's generator and frame simulator, running in your browser. Shape a vessel within the ranges the training set was drawn from, turn it, and move the probe along it.
AThroat, 55% narrower10 mm
Drag to turn · arrow keys when focused
Drawn to scale. The teal square is the probe's 20 mm field of view.
Probe positionFrame 62 of 100 · 40.5 mm along
Path length
65.3 mm
Tortuosity index
1.088
Narrowest lumen
⌀ 1.80 mm
Narrowing
55%
Opening example
The same section three ways: the truth the network is scored against, and the frame each arm would have given it.
Ground truth, section A–ALumen ⌀ 1.81 mm · wall 0.75 mmClean armFrame 62 of 100Speckled armFrame 62 of 100
Reading the results…
The pilot's results could not be read from its repository just now.