Talks and presentations

Optimal Wildfire Escape Route Planning for Drones under Dynamic Fire and Smoke

November 01, 2023

Conference proceedings talk, 17th International Conference on Signal Image Technology & Internet based Systems (IEEE SITIS 2023), Bangkok, Thailand

This talk presents a method for optimal wildfire escape route planning specifically for drones, considering dynamic fire and smoke models. The approach includes:

UAV Path Planning based on Road Extraction

April 22, 2022

Conference proceedings talk, Proceedings of 2nd International Conference on Image Processing and Vision Engineering - IMPROVE 2022, Online

This work presents an intelligent UAV-based route planning system for field environments. First, roads are extracted from real-time UAV images using D-LinkNet. Then, main and secondary roads are distinguished based on width and real-time road conditions, assigning different weights. Finally, a weighted A* algorithm calculates the optimal route between user-defined start and end points. The approach is validated through simulations on publicly available datasets and provides real-time optimal routes for people in the field.

Gesture Recognition for UAV-based Rescue Operation based on Deep Learning

April 28, 2021

Conference proceedings talk, IMPROVE 2021, Online

This work presents a UAV-based human gesture recognition system for rescue operations. The system can detect, track, and count humans, and recognize ten basic rescue gestures. Special attention is given to dynamic gestures Attention and Cancel, which set and reset communication with the UAV. Using deep learning, the system achieved 99.47% accuracy on training data and 99.09% accuracy on testing data.