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arXiv cs.AI·

Stabilizing Temporal Inference Dynamics for Online Surgical Phase Recognition

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In three linesNew framework to stabilize temporal predictions in surgical phase recognition. Introduces TEC loss (training), EGTP (inference), and TFI (metric). Reduces prediction fragmentation on Cholec80 and AutoLaparo while maintaining frame-wise accuracy.
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