LinkedIn — BINUS education and thesis record
Public education record describing the thesis project and its continuation into an international publication.
Projects / Applied computer vision thesis system
Applied computer vision thesis system
Web-based physical-distancing detector using object detection and deep learning, later developed into a published thesis project.
computer-visiondeep-learningresearch
TimelineFeb 2021 – May 2021
An undergraduate capstone that became a peer-reviewed publication: a web-based detector for physical-distancing, designed with Indonesian deployment constraints in mind.
Problem
Public-health messaging needed tooling that could run closer to users than a batch offline study, while keeping the scope appropriate for a research prototype.
How it worked
- YOLOv4-based object detection model trained and evaluated for the distancing use case.
- Web integration — connected the detection pipeline to an interface that could run and display results in a browser.
- Documentation and thesis narrative that later became a peer-reviewed journal article (see Credentials).
- Reference implementation: github.com/anandakevin/bachelor-thesis-social-distance-detector
The browser interface connected model output to a usable web flow, and the thesis was later published in a peer-reviewed journal.
Evidence
Links and references.
Open link ↗
CommIT journal — thesis publication
Peer-reviewed publication based on the physical-distancing detector thesis.
GitHub — bachelor-thesis-social-distance-detector
Reference implementation linked from the BINUS education record.
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