Graduate Researcher – Master’s Thesis Project at University of Alberta

Collaborated with clinicians for ultrasound muscle annotations. Contributed to the development of an integrated force sensor -assisted ultrasound system for muscle evaluation. Calibrated the force sensor system and designed 3D-printed tools for device integration. Acquired ultrasound and force data; performed statistical analyses to assess measurement reliability. Implemented deep learning models and dynamic programming algorithms for automated muscle segmentation and analysis. Integrated model outputs into a user-friendly interface.

Graduate Researcher (Master’s Thesis Project) at University of Alberta, Edmonton, Canada

Collaborated with clinicians for ultrasound muscle annotations; contributed to the development of an integrated force sensor–assisted ultrasound system for muscle evaluation; calibrated the force sensor system and designed 3D-printed tools for device integration; acquired ultrasound and force data; performed statistical analyses to assess measurement reliability; implemented deep learning models and dynamic programming algorithms for automated muscle segmentation and analysis; integrated model outputs into a user-friendly interface.

Graduate Researcher – Master’s Thesis Project at University of Alberta

Collaborated with clinicians for ultrasound muscle annotations; contributed to the development of an integrated force sensor–assisted ultrasound system for muscle evaluation; calibrated the force sensor system and designed 3D‑printed tools for device integration; acquired ultrasound and force data, performed statistical analyses to assess measurement reliability; implemented deep learning models and dynamic programming algorithms for automated muscle segmentation and analysis; integrated model outputs into a user-friendly interface.

Graduate Researcher – Master’s Thesis Project at University of Alberta

Collaborated with clinicians for ultrasound muscle annotations. Contributed to the development of an integrated force sensor -assisted ultrasound system for muscle evaluation. Calibrated the force sensor system and designed 3D-printed tools for device integration. Acquired ultrasound and force data; performed statistical analyses to assess measurement reliability. Implemented deep learning models and dynamic programming algorithms for automated muscle segmentation and analysis. Integrated model outputs into a user-friendly interface.

Research Assistant Intern at University of Alberta

Contributed to an intraoral ultrasound imaging project focused on deep learning-based structure segmentation. Collaborated with clinicians to annotate oral structures and build labeled ultrasound datasets. Implemented and evaluated segmentation models for multi-class ultrasound image analysis. Designed and 3D-printed customized research tools for the research group.

Research Assistant Intern at University of Alberta

Contributed to an intraoral ultrasound imaging project focused on deep learning-based structure segmentation. Collaborated with clinicians to annotate oral structures and build labeled ultrasound datasets. Implemented and evaluated segmentation models for multi-class ultrasound image analysis. Designed and 3D-printed customized research tools for the research group.

Research Assistant Intern at University of Alberta, Edmonton, Canada

Contributed to an intraoral ultrasound imaging project focused on deep learning-based structure segmentation; collaborated with clinicians to annotate oral structures and build labeled ultrasound datasets; implemented and evaluated segmentation models for multi-class ultrasound image analysis; designed and 3D-printed customized research tools for the research group.