CORRUGATED BOARD · GRAPH NEURAL NETWORK

Predict the deformation

Choose a specimen. Advance through compression. Compare the predicted graph with the tracked nodes.

Unseen specimen · original model
01 Initial image→02 Nodes & edges→03 GNN + phase→04 Predicted position
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StartEnd

Loading verified model files…

Initial image → graph

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Frame 0. The image and graph share the original pixel coordinates.

GNN prediction

Calculated in this browser
Initial graphPredictedObservedNo observation

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Observed node coverage—
Frame RMSE / initial height—
Mean predicted displacement—
Prediction time—

Inspect a node

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What does this prediction mean?

The model receives the initial geometry, initial edges and a supplied protocol phase. The images and observed positions are for comparison only.

Phase follows the archived video protocol; it is not calibrated strain or an autonomous forecast. Displacements use image pixels, with error divided by the initial graph height. Tracking observations are image-derived labels, not independent DIC or FEM measurements.

One original seed-11 checkpoint per specimen is shown. This interactive display is not the three-seed benchmark aggregate and does not replace it.

Source, benchmark and scientific limits ↗