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Research Interests
Computer Vision:
Object Detection, Segmentation, Medical Image Analysis, Autonomous Driving
Machine Learning:
Capsule Networks, Explainable AI, Deep Learning
Research Experience
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2015 – Present​ Computer Vision Researcher
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Senior R&D Engineer at Kitware, Inc.
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See my Professional Experience page for more details.
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UCF Research Fellow & UCF Graduate Research Assistant (2016 – Present)
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Explainable AI, capsules networks, object detection, semantic segmentation.
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Medical image analysis, autonomous driving, and aerial video applications.
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See my Publications Page and my Blog for more details about specific projects.​​
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Undergraduate Researcher at St. Olaf College​ (2015 – 2016)
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Deep learning, object detection in left-right image pairs, and semantic segmentation in an extremely small dataset (30 images).
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More details about these projects can be found at their Project Page in my Blog.
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Internships​ (see my Professional Experience page for more details)
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Aptiv - Machine Learning Intern (Summer 2019).
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Armored Things - Machine Learning Intern (May 2018).
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Lockheed Martin - Sr. Tech. Specialist (Machine Learning Intern) (2017 – 2018)​.
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2015 – 2016​ Web-Application Researcher & Developer​​​
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​Conducted research as part of the HiPerCiC program (High-Performance Computing in Context) as an undergraduate at St. Olaf College.
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Initially hired as a developer before quickly being promoted multiple times to managing a three person summer research team, in addition to coordinating client communication and user feedback.
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Supported by a digital humanities grant, projects involved creating web apps to support professors' scholarly research in a diverse range of fields:
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Computational linguistics, archaeology, music & art history, race & ethnic studies, English & American studies, and ceramics & sculpture.​​
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Practical applications were also developed in areas including: newspaper & digital media, theater & dance productions, and alumni relations.
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Research efforts included database structures & systems, 3D modeling, and geographic information systems to visualize and find patterns in data.
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Acknowledge in award winning book for statistical mapping visualizations.
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Details about these projects can be found on my Publications Page & Blog.
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Co-taught innovative HiPerCiC course where multidisciplinary teams developed web-apps for professors' research at St. Olaf.
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Personally developed all course materials (substitute for textbook), reading/homework assignments, and course lectures.
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Gave lectures for half the semester and feedback & guidance to students on their app development the other half, also grading homework assignments.
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2015​ Plasma Physics Researcher
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Conducted directed undergraduate research related to creating helicon plasma from an argon source for propulsion at St. Olaf College.
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Started from constructing the plasma source itself to examining the effects of self-bias on helicon plasma generation.
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Researched then designed an impedance matching network in Matlab for optimal power transfer from a generator to a helicon structured antenna.
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More details about this project can be found at its Project Page in my Blog.
Grants & Proposals
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Significantly contributed to the following grants:
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NIH R01 Grant
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Funding Center: National Cancer Institute (NCI)​
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Cyst-X: Interpretable Deep Learning Based Risk Stratification of Pancreatic Cystic Tumors.
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Funded​ (Pi-11): $2.5M over 5 years.
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NIH R01 Grant​
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Funding Center: National Cancer Institute (NCI)​
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RCAI: Radiologist Centered Artificial Intelligence
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Funded (Pi-5): $2.5M over 5 years.
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Florida Department of Health
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​Predicting Outcomes of Lung Cancer Therapy Through Explainable Deep Learning​
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$1.1M over 3 years.
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Mayo-UCF Seed Grant​
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Development of Computer Aided Detection (CAD) and Diagnosis Tool for Elucidating the Difference Between Pancreatic Cystic Tumors​
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Funded: $50K over 1 year.
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Significantly contributed to/wrote several proposals while interning at Lockheed Martin:
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Contributed to several IRADs (independent research and development) on object detection and tracking in aerial sensory data, some of which were successfully funded.
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Co-wrote white paper on a real-time change detector in 3D point cloud data.
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Gave consulting advice in multi-agent systems, reinforcement learning, and object detection & tracking.
Funded Projects
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Graduate Research Assistant for NSF Research Experience for Teachers (RET) program.
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NSF funded year long research program to expose high school STEM teachers to cutting-edge research to share with their students.
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Developed summer research projects for teachers based on STEM subject areas, including recruiting grad students/professors to assist in domain knowledge.
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Created official reports to the NSF summarizing all work completed, personnel involved, objectives met/in-progress, and tangible products/results.
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Guided teachers in conducting research and creating lesson plans in their subject areas.
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Designed & distributed promotional material to recruit teachers across several districts in central Florida.​
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Organized & conducted intro to Python tutorials, research dissemination workshops, and poster sessions.
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Visited classrooms to observe teachers before recruitment & during integration of research-inspired lesson plans.
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Gave talks to students about college, grad school, research, and life advice.
Services/
Reviewer
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Research Talks
Invited Talks, Presentations, & Tutorials:
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Co-Organizer of CVPR'19 Tutorial on Capsule Networks.
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Invited to present research at Lockheed Martin (LM) facilities in Colorado, California, and Florida.​​
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Independently created a weekly Tech-Talk Series on Computer Vision & Deep Learning at Lockheed.
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Invitations sent to all 9,000+ LM SSC engineers.​
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Exceeded maximum online viewer capacity.
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Featured on several prominent media outlets including Fox News for my pancreas/lung cancer research.
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Presented research at Aptiv on small object detection, instance-segmentation, & capsule networks.
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Created an in-depth video lecture series on papers in artificial intelligence (avail. on YouTube).
Teaching Experience
Guest Lecturer – University of Central Florida (UCF):
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Topics in Machine Learning (CAP 6614)
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Artificial Intelligence (CAP 4630)
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Robotic Vision (CAP 4453)
Teaching Assistant – UCF, St. Olaf College:
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Computer Science II (COP 3503C)
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Operating System Concepts (CGS 3763)
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Artificial Intelligence (CAP 4630)
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Statistical Mechanics (Phys 379)
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Principles of Physics II (Phys 125)
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HiPerCiC: Collaborative Web Apps (Inter 259)
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Analytical Physics I Laboratory (Phys 130 Lab)
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Principles of Physics I Laboratory (Phys 124 Lab)
Tutor – St. Olaf College:
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Calculus I & Calculus II (Math 120 & 126)
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...........................Spring 2018
...............Spring 2020
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....................Spring 2015​
...................Spring 2015
....Fall 2015
......Fall 2014
...Fall 2013
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..........Fall 2015
Reviewer for several top journals & conferences:
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PLOS One
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IEEE Transactions on Medical Imaging (TMI)
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International Conference on Medical Image Computing and Computer Assisted Intervention (MICAAI)
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Medical Imaging with Deep Learning (MIDL)
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IEEE International Symposium on Biomedical Imaging (ISBI)
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IEEE International Engineering in Medicine and Biology Conference (EMBC)
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Computerized Medical Imaging and Graphics (CMIG)
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International Journal of Medical Physics Research and Practice (MedPhys)
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International Conference on Image Processing Theory, Tools and Applications (IPTA)
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World Multi-Conference on Systemics, Cybernetics and Informatics (WMSCI)
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Review panelist for Opioid Detection Challenge
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$1.55 million competition for rapid, non-intrusive
detection tools for illicit opioids in international mail.
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Funded by DHS S&T, CBP, USPIS, ONDCP.​
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Community Service Activities
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Boys & Girls Clubs of America
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Recognized as Volunteer of the Year by the Soldotna Chamber of Commerce.
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Mentored/Guided less fortunate children.
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Participated in field day events.
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Gliding with the Stars​
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Provided individuals with disabilities instruction to development of ice skating skills​.
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Hat Trick for Reading & Pucks for Pages programs
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Mentoring at five under-performing local schools and heavily involved in reading programs.
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