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Zero-Shot Surgical Tool Segmentation in Monocular Video Using Segment Anything Model 2
Ange Lou, Yamin Li, Yike Zhang +2
The Segment Anything Model 2 (SAM 2) is the latest generation foundation model for image and video segmentation. Trained on the expansive Segment Anything Video (SA-V) dataset, whi…
Self-supervised Mamba-based Mastoidectomy Shape Prediction for Cochlear Implant Surgery
Yike Zhang, Eduardo Davalos, Dingjie Su +2
Cochlear Implant (CI) procedures require the insertion of an electrode array into the cochlea within the inner ear. To achieve this, mastoidectomy, a surgical procedure involving t…
3D Gaze Tracking for Studying Collaborative Interactions in Mixed-Reality Environments
Eduardo Davalos, Yike Zhang, Ashwin T. S. +3
This study presents a novel framework for 3D gaze tracking tailored for mixed-reality settings, aimed at enhancing joint attention and collaborative efforts in team-based scenarios…
A First Step in Using Machine Learning Methods to Enhance Interaction Analysis for Embodied Learning Environments
Joyce Fonteles, Eduardo Davalos, Ashwin T. S. +9
Investigating children's embodied learning in mixed-reality environments, where they collaboratively simulate scientific processes, requires analyzing complex multimodal data to in…
Monocular Microscope to CT Registration using Pose Estimation of the Incus for Augmented Reality Cochlear Implant Surgery
Yike Zhang, Eduardo Davalos, Dingjie Su +2
For those experiencing severe-to-profound sensorineural hearing loss, the cochlear implant (CI) is the preferred treatment. Augmented reality (AR) aided surgery can potentially imp…