Research
“I believe in innovation and that the way you get innovation is you fund research and you learn the basic facts.”
– Bill Gates
01
Created computer vision classification algorithm to detect and classify contaminating mold species on paper-based cultural relics to aid conservation practices according to infecting species.
Tools: Python🐍, Tensorflow
02
Designed a biological cleaning agent by combining biosurfactants and bioenzymes that perform minimal-invasive mold stain cleaning treatment on paper-based cultural relics while also achieve deacidification and anti-acidification purposes.
03
Implemented real-time segmentation to track ROI on color-changing mechanochromic contact lens and predict eyelid pressure using simple artificial neural network (ANN) to allow non-biased diagnosis of dry eye syndrome (DES).
Tools: Python🐍, cv2 library, PyTorch
04
Devised deep learning algorithm to dynamically recognize hand gestures using single channel EMG signal recorded from flexor muscle to assist human machine interface (HMI).
Tools: Python🐍, Tensorflow
05
Low-Dose CT Image Super-resolution
Experimented with Transformer architecture for creating super-resolution CT scans from low-dosage CT scans to assist imaging diagnostics.
Tools: Python🐍, PyTorch