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MultiGrid Multi-Agent PPO

Lightweight multi-agent PPO experiments on MultiGrid with shaped rewards, sliding-window checkpoints, and automated trajectory visualizations

CostalSeg Coastal Erosion Platform

UW applied project for local coastal erosion monitoring with DeepLabV3+ image segmentation, ViT-H-14 quality control, and SuperGlue alignment

RAG Chat Bot

This chatbot uses a multi-agent system to answer questions about machine learning concepts. Link

Auto Bang

High speed target detection and playing simulation in Android simulator for automatic music game playing

publications

AirV2X: Unified Air-Ground Vehicle-to-Everything Collaboration

Published in , 2025

While multi-vehicular collaborative driving demonstrates clear advantages over single-vehicle autonomy, traditional infrastructure-based V2X systems remain constrained by substantial deployment costs and the creation of “uncovered danger zones” in rural and suburban areas. We present AirV2X-Perception, a large-scale dataset that leverages Unmanned Aerial Vehicles (UAVs) as a flexible alternative or complement to fixed Road-Side Units (RSUs). Drones offer unique advantages over ground-based perception: complementary birds-eye-views that reduce occlusions, dynamic positioning capabilities that enable hovering, patrolling, and escorting navigation rules, and significantly lower deployment costs compared to fixed infrastructure. Our dataset comprises 6.73 hours of drone-assisted driving scenarios across urban, suburban, and rural environments with varied weather and lighting conditions. The AirV2X-Perception dataset facilitates the development and standardized evaluation of Vehicle-to-Drone (V2D) algorithms, addressing a critical gap in the rapidly expanding field of aerial-assisted autonomous driving systems. The dataset and development kits are open-sourced at this https URL.

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talks

teaching

Teaching experience 1

Undergraduate course, University 1, Department, 2014

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Teaching experience 2

Workshop, University 1, Department, 2015

This is a description of a teaching experience. You can use markdown like any other post.