Motion analysis of the JHU–ISI Gesture and Skill Assessment Working Set II: learning curve analysis
Sign Up to like & getrecommendations! Published in 2021 at "International Journal of Computer Assisted Radiology and Surgery"
DOI: 10.1007/s11548-021-02339-8
Abstract: The Johns Hopkins–Intuitive Gesture and Skill Assessment Working Set (JIGSAWS) dataset is used to develop robotic surgery skill assessment tools, but there has been no detailed analysis of this dataset. The aim of this study… read more here.
Keywords: learning curve; analysis; gesture skill; skill assessment ... See more keywords
Automation of surgical skill assessment using a three-stage machine learning algorithm
Sign Up to like & getrecommendations! Published in 2021 at "Scientific Reports"
DOI: 10.1038/s41598-021-84295-6
Abstract: Surgical skills are associated with clinical outcomes. To improve surgical skills and thereby reduce adverse outcomes, continuous surgical training and feedback is required. Currently, assessment of surgical skills is a manual and time-consuming process which… read more here.
Keywords: three stage; machine learning; skill assessment; surgical skill ... See more keywords
Long-term skill assessment of SeaSonde radar-derived wave parameters in the Galician coast (NW Spain)
Sign Up to like & getrecommendations! Published in 2019 at "International Journal of Remote Sensing"
DOI: 10.1080/01431161.2019.1629714
Abstract: ABSTRACT A long-term multi-parameter skill assessment of a 5-MHz Coastal Ocean Dynamics Applications Radar (CODAR) SeaSonde High-Frequency radar (HFR) network deployed along the Galician Coast (NW Iberian Peninsula) was attempted for 2014–2016. To this aim,… read more here.
Keywords: long term; galician coast; radar; skill assessment ... See more keywords
Automatic Microsurgical Skill Assessment Based on Cross-Domain Transfer Learning
Sign Up to like & getrecommendations! Published in 2020 at "IEEE Robotics and Automation Letters"
DOI: 10.1109/lra.2020.2989075
Abstract: The assessment of microsurgical skills for Robot-Assisted Microsurgery (RAMS) still relies primarily on subjective observations and expert opinions. A general and automated evaluation method is desirable. Deep neural networks can be used for skill assessment… read more here.
Keywords: cross domain; skill assessment; transfer learning; microsurgical skill ... See more keywords