no code implementations • 5 Dec 2021 • Yangming Li, Neeraja Konuthula, Ian M. Humphreys, Kris Moe, Blake Hannaford, Randall Bly
Purpose: This paper presents a scheme for generating virtual intraoperative CT scans in order to improve surgical completeness in Endoscopic Sinus Surgeries (ESS).
no code implementations • 5 Dec 2021 • Yangming Li, Randall Bly, Sarah Akkina, Rajeev C. Saxena, Ian Humphreys, Mark Whipple, Kris Moe, Blake Hannaford
Different with classical surgical skill assessment algorithms, the proposed method 1) utilizes the kinematic features in surgical instrument relative movements, instead of using specific surgical tasks or the statistics to assess skills in real-time; 2) provide informative feedback, instead of a summative scores; 3) has the ability to incrementally learn from new data, instead of depending on a fixed dataset.
1 code implementation • 7 Aug 2021 • Haonan Peng, Shan Lin, Daniel King, Yun-Hsuan Su, Randall A. Bly, Kris S. Moe, Blake Hannaford
Motivated by alleviating this workload, we propose a general embeddable method to decrease the usage of labeled real images, using active generated synthetic images.
no code implementations • 17 Nov 2020 • Shan Lin, Fangbo Qin, Haonan Peng, Randall A. Bly, Kris S. Moe, Blake Hannaford
However, the high computation cost may limit the application of deep models to time-sensitive tasks such as online surgical video analysis for robotic-assisted surgery.
1 code implementation • 10 Mar 2020 • Shan Lin, Fangbo Qin, Yangming Li, Randall A. Bly, Kris S. Moe, Blake Hannaford
For live image segmentation, we first translate the live images to fake-cadaveric images with LC-GAN and then perform segmentation on the fake-cadaveric images with models trained on the real cadaveric dataset.
1 code implementation • 25 Feb 2020 • Fangbo Qin, Shan Lin, Yangming Li, Randall A. Bly, Kris S. Moe, Blake Hannaford
Accurate and real-time surgical instrument segmentation is important in the endoscopic vision of robot-assisted surgery, and significant challenges are posed by frequent instrument-tissue contacts and continuous change of observation perspective.
no code implementations • 14 Oct 2019 • Haonan Peng, Xingjian Yang, Yun-Hsuan Su, Blake Hannaford
Surgical robots have been introduced to operating rooms over the past few decades due to their high sensitivity, small size, and remote controllability.
no code implementations • 23 Jul 2019 • Blake Hannaford
Behavior trees are rapidly attracting interest in robotics and human task-related motion tracking.
no code implementations • 27 Aug 2018 • Blake Hannaford, Randall Bly, Ian Humphreys, Mark Whipple
Discussion and Conclusion: Behavior Trees thus form a useful, and human authorable/readable bridge between clinical practice guidelines and AI systems.
2 code implementations • 15 Nov 2017 • Dianmu Zhang, Blake Hannaford
Existing software packages for inverse kinematics often rely on numerical methods which have significant shortcomings.
1 code implementation • 29 Jun 2016 • Blake Hannaford, Danying Hu, Dianmu Zhang, Yangming Li
The "Selector" node of a BT tries alternative strategies (its children) and returns success only if all of its children return failure.
Robotics