Projects

work
USC Ginsburg Hall Digital Twin

USC Ginsburg Hall Digital Twin

Research-grade living lab digital twin — multi-source IoT streams fused with 3D building geometry for standardized evaluation and reproducible building research.

IoT Azure Digital Twin Python BIM
Truck Detection under Camera-Angle Domain Shift
In Progress

Truck Detection under Camera-Angle Domain Shift

Adapting YOLO-based truck detection to stay robust across cameras at different positions and angles — tackling geometric domain shift.

YOLO Object Detection Domain Adaptation PyTorch
On-Device Real-Time Blurring (SNU Ambient AI — 1st Prize)
1st Prize

On-Device Real-Time Blurring (SNU Ambient AI — 1st Prize)

Real-time privacy blurring at target FPS on-device under thermal and power constraints — 1st Prize, SNU Ambient AI Competition.

On-Device ML PyTorch Mobile Android OpenCV
Lens — Sensor-Aware Image Acquisition under Shift

Lens — Sensor-Aware Image Acquisition under Shift

Stabilized recognition accuracy under natural distribution shift via adaptive sensor control — validated across multiple backbones.

Computer Vision Domain Shift PyTorch OpenCV
Classifying Visually Similar Furniture

Classifying Visually Similar Furniture

End-to-end classification pipeline on a self-rendered 3D dataset — interior design domain knowledge translated directly into training data.

TensorFlow 3D Rendering Dataset Design Python
Person-Following for Indoor Robots

Person-Following for Indoor Robots

ROS-based real-time person tracking pipeline fusing RGB-D and LiDAR — deployed on Jetson-class hardware at COGA Robotics.

ROS Python Deep SORT LiDAR Edge Deployment
Few-Shot Fine-Grained Recognition with Context

Few-Shot Fine-Grained Recognition with Context

Consistent few-shot accuracy gains via geographic and language context injection into a CLIP-style baseline.

CLIP Few-Shot Learning PyTorch HuggingFace
sample project 1

sample project 1

with background image

design
Urban Aquaculture — Vertical Fish Farm & Housing

Urban Aquaculture — Vertical Fish Farm & Housing

Vertical aquaculture integrated with residential housing at Seoul's Eungbong Rainwater Pump Station — circular production and consumption within a single building.

Architecture Rhino AutoCAD
Infectious Disease Response Hub

Infectious Disease Response Hub

Adaptive control hub at Gangnam-gu Public Health Center — unifying medical staff, administrators, and the public under a polycarbonate grid structure designed for epidemic response.

Architecture Rhino Space Planning Urban Design
BLINK — 2D Character Animation

BLINK — 2D Character Animation

Frame-by-frame animation exploring eye movement and light as storytelling devices — geometric characters in dark and bright environments.

After Effects 2D Animation Character Design