Evaluating surgical skills from kinematic data using convolutional neural networks

7 Jun 2018Hassan Ismail FawazGermain ForestierJonathan WeberLhassane IdoumgharPierre-Alain Muller

The need for automatic surgical skills assessment is increasing, especially because manual feedback from senior surgeons observing junior surgeons is prone to subjectivity and time consuming. Thus, automating surgical skills evaluation is a very important step towards improving surgical practice... (read more)

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Results from the Paper


TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT BENCHMARK
Surgical Skills Evaluation JIGSAWS CNN Accuracy 0.98 # 1

Methods used in the Paper


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