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Research

Real-time Semantic Perception

FENet: Fast Real-time Semantic Edge Detection Network, Yang Zhou, Rundong Ge, Gary McGrath, Giuseppe Loianno, 2020 IEEE International Symposium on Safety, Security, and Rescue Robotics, SSRR 2020 | Link to Paper | Download PDF

PENet: A Joint Panoptic Edge Detection Network, Yang Zhou, Giuseppe Loianno, submitted to IROS 2024 | Link to Paper

Visual Environment Assessment for Safe Autonomous Quadrotor Landing, Mattia Secchiero, Nishanth Bobbili, Yang Zhou, Giuseppe Loianno, 2024 International Conference on Unmanned Aircraft Systems (ICUAS), ICUAS 2024 | Link to Paper

Multi-robot Collaborative Perception

CoPeD-Advancing Multi-Robot Collaborative Perception: A Comprehensive Dataset in Real-World Environments, Yang Zhou, Long Quang, Carlos Nieto-Granda, Giuseppe Loianno; IEEE Robotics and Automation Letters, RA-L, 2024 | Link to Paper

A Survey on Multimodal Large Language Models for Autonomous Driving, Can Cui, Yunsheng Ma, Xu Cao, Wenqian Ye, Yang Zhou, Kaizhao Liang, Jintai Chen, Juanwu Lu, Zichong Yang, Kuei-Da Liao, Tianren Gao, Erlong Li, Kun Tang, Zhipeng Cao, Tong Zhou, Ao Liu, Xinrui Yan, Shuqi Mei, Jianguo Cao, Ziran Wang, Chao Zheng; Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) Workshops, 2024, pp. 958-979, WACV 2024 | Link to Paper

Multi-robot Collaborative Perception with Graph Neural Networks, Yang Zhou, Jiuhong Xiao, Yue Zhou, Giuseppe Loianno, IEEE Robotics and Automation Letters, RA-L with ICRA 2022 option | Link to Paper | Download PDF

Vision-based Relative Detection and Tracking for Teams of Micro Aerial Vehicles, Rundong Ge*, Moonyoung Lee*, Vivek Radhakrishnan, Yang Zhou, Guanrui Li, Giuseppe Loianno, 2022 IEEE/RSJ International Conference on Intelligent Robots and Systems, IROS 2022 | Link to Paper | Download PDF

Multi-sensor Calibration

Extrinsic Calibration Algorithm between a Stereo Visual System and a 3D LiDAR, Yang Zhou, Carnegie Mellon University Robotics Institute Summer Scholars Working Papers Journal, CMU RISS 2018 | Link to Paper | Download PDF | Download Poster

Media Coverage

https://www.technology.org/2022/01/10/multi-robot-collaborative-perception-with-graph-neural-networks/