Research
I'm interested in computer vision and machine learning.
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Empirically Validating Conformal Prediction on Modern Vision Architectures Under Distribution Shift and Long-tailed Data
Kevin Kasa, Graham W. Taylor
ICML 2023 workshop on Structured Probabilistic Inference & Generative Modeling, 2023
paper
Large-scale evaluations demonstrating the challenges of utilizing conformal prediction in distribution shift or long-tailed data regimes.
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Multi-Modal Deep Learning for Assessing Surgeon Technical Skill
Kevin Kasa, David Burns, Mitchell G. Goldenberg, Omar Selim, Cari Whyne, Michael Hardisty
MDPI Sensors, 2022
paper
Multi-modal (kinematic + image) deep learning model for surgical skill assessment.
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Deep Learning for Vessel Detection and Identification from Spaceborn Optical Imagery
Giona Matasci, Jonathan Plante, Kevin Kasa, Payam Mousavi, Andrew Stewart, Andrew Macdonald, Anne Webster, Jennifer Busler
ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, XXIV ISPRS Congress, 2021
paper
Siamese networks for re-identifying vessels via spaceborn optical imagery. Developed an automated pipeline for collecting a large geospatial dataset (WorldView-2/3), processing, & detecting 200k+ vessels.
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A modular system for behaviour analytics from airborne full-motion video
Andrew Stewart, Fouad Faraj, Helen You, Jonathan Plante, Michael Lim, Kevin Kasa, Austin Beauchamp, Anne Webster, Leigh Martin-Boyd, Ken Wong, Alexander Braun, Andrew J. Macdonald
SPIE Defense + Commercial Sensing, 2021
paper
Object detection + tracking from UAS video.
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