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20182026
most citedVideo-based surgical skill assessment using 3D convolutional neural networks

196 citations · 264 across the 11 of their papers we have counts for

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cs.CV2022★ 21 cited

On the Pitfalls of Batch Normalization for End-to-End Video Learning: A Study on Surgical Workflow Analysis

Dominik Rivoir, Isabel Funke, Stefanie Speidel

Batch Normalization's (BN) unique property of depending on other samples in a batch is known to cause problems in several tasks, including sequence modeling. Yet, BN-related issues…