Benchmark for UAV Visual Localization under Low-altitude Multi-view Observation Condition
An offical repo for ECCV 2024 Towards Natural Language-Guided Drones: GeoText-1652 Benchmark with Spatial Relation Matching
Codebase of ACL 2023 Findings "Aerial Vision-and-Dialog Navigation"
Autonomous aerial vehicle localization, path planning and navigation towards full and optimal 3D coverage of a known environment
[Archived — no longer maintained; final release v0.5.9] 3D spatial indexing and routing library based on a Body-Centered Cubic (BCC) lattice with truncated octahedral cells.
PyTorch3D-based differentiable drone simulator — train vision-based flight policies end-to-end via gradient descent. Extends DiffPhysDrone with CMA-ES, multi-sensor fusion, and 10 policy architectures.
Python DSMAC (Digital Scene Matching Area Correlator) Demo for GPS-Denied Navigation
Python TERCOM (Terrain Contour Matching) Demo for GPS-Denied Navigation
A reinforcement learning-based drone navigation system using Unity ML-Agents and Stable Baselines3. The drone learns to autonomously pass through gates while avoiding obstacles using PPO.
PEARL-Nav: Perception-Enhanced and Uncertainty-Aware Reinforcement Learning for vision-only (monocular RGB) UAV navigation in repetitive oil-palm plantations. Reference implementation perception, policy, training, sim-to-real deployment.
BE Project: High-Speed Drone Navigation for Emergency Response - Oisín Moran, University College Dublin
3D Autonomous Drone Navigation using A*, RRT*, Dynamic Replanning, and PID control implemented from scratch in Python.
Main MS thesis hub for Deep Reinforcement Learning-Based Autonomous Drone Navigation, tracking research pipeline, setup notes, progress, and repository ecosystem.
A reinforcement learning-based 2D drone gate navigation system built from scratch using PyTorch.
This project provides a proof-of-concept Raspberry Pi Visual Positioning System (VPS) that generates simple non-GNSS geolocation through LoFTR matching a query image against offline Google Maps tiles.
Enterprise-grade MLOps & autonomous drone navigation platform. Built with PyTorch PPO, real-time FastAPI WebSockets (20 FPS), React 3D digital-twin dashboard, and Docker Swarm orchestration. Designed for high-reliability industrial and aviation applications.
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