Sourced from data/projects.yaml — the same
file that feeds my
knowledge base.
Deep-learning tree detection in airborne LiDAR
Inventory-anchored evaluation of deep-learning individual tree detection in airborne laser scanning (ALS), with label-efficient cross-domain transfer in alpine forests. Reproducibility code for a manuscript submitted to Forests (MDPI).
BLE access control with on-device face recognition
Intelligent Control Access and Security System for UTMACH classrooms. End to end: ESP32 (NimBLE) firmware, native Android & iOS apps with on-device face recognition (ML Kit + TFLite) and biometric auth, and a FastAPI REST backend.
Mangrove ecosystem mapping from satellite imagery
U²-Net model for mangrove segmentation using Landsat 7, 8 and Sentinel-2 imagery. CFMASK preprocessing to remove clouds and shadows; optimized for multispectral segmentation with RGB, NIR, SWIR-1 and SWIR-2 bands.
Small-object detection in urban aerial imagery
Improving small-object detection with YOLO and Slicing Aided Hyper Inference, evaluated on VisDrone with real mAP metrics. Talk & demo for FLISOL 2026.
Fish detection and counting in underwater video
Desktop app that detects and counts fish in underwater video with a two-phase OpenCV + YOLO pipeline.
Comparative spatial clustering on government data
Comparative analysis with KMeans, DBSCAN and HDBSCAN on government homicide data to identify location clusters where homicides spread with a certain density and follow similar patterns.
University participation platform
Platform for complaints, suggestions and proposals at UTMACH, with an admin analytics dashboard.