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Advances in the Internet of Things are revolutionizing data acquisition, enhancing artificial intelligence and quality of service. Unmanned Aerial Vehicles (UAVs) provide an efficient data-gathering solution across varied environments. This…

网络与互联网体系结构 · 计算机科学 2025-04-14 Priyavrat Dev Sharma , Ibrahim Sorkhoh , Muthucumaru Maheswaran

End-to-end autonomous driving (E2E-AD) has emerged as a promising paradigm that unifies perception, prediction, and planning into a holistic, data-driven framework. However, achieving robustness to varying camera viewpoints, a common…

计算机视觉与模式识别 · 计算机科学 2025-10-28 Hoonhee Cho , Jae-Young Kang , Giwon Lee , Hyemin Yang , Heejun Park , Seokwoo Jung , Kuk-Jin Yoon

A critical requirement for automated driving systems is enabling situational awareness in dynamically changing environments. To that end vehicles will be equipped with diverse sensors, e.g., LIDAR, cameras, mmWave radar, etc. Unfortunately…

信号处理 · 电气工程与系统科学 2018-12-20 Yicong Wang , Gustavo de Veciana , Takayuki Shimizu , Hongsheng Lu

Collective Perception (CP) has emerged as a promising approach to overcome the limitations of individual perception in the context of autonomous driving. Various approaches have been proposed to realize collective perception; however, the…

计算机视觉与模式识别 · 计算机科学 2025-09-30 Sven Teufel , Jörg Gamerdinger , Oliver Bringmann

Semantic scene completion (SSC) has recently gained popularity because it can provide both semantic and geometric information that can be used directly for autonomous vehicle navigation. However, there are still challenges to overcome. SSC…

计算机视觉与模式识别 · 计算机科学 2024-02-08 Yuanfang Zhang , Junxuan Li , Kaiqing Luo , Yiying Yang , Jiayi Han , Nian Liu , Denghui Qin , Peng Han , Chengpei Xu

The expansion of the low-altitude economy is contingent on reliable cellular connectivity for unmanned aerial vehicles (UAVs). A key challenge in pre-flight planning is predicting communication link quality along proposed and pre-defined…

信号处理 · 电气工程与系统科学 2026-02-12 Wenlihan Lu , Huacong Chen , Ruiyang Duan , Weijie Yuan , Shijian Gao

In autonomous driving, multi-agent collaborative perception enhances sensing capabilities by enabling agents to share perceptual data. A key challenge lies in handling {\em heterogeneous} features from agents equipped with different sensing…

机器学习 · 计算机科学 2026-03-23 Wentao Wang , Haoran Xu , Guang Tan

Existing approaches to drone visual geo-localization predominantly adopt the image-based setting, where a single drone-view snapshot is matched with images from other platforms. Such task formulation, however, underutilizes the inherent…

计算机视觉与模式识别 · 计算机科学 2025-07-29 Hao Ju , Shaofei Huang , Si Liu , Zhedong Zheng

Urban intersections, dense with pedestrian and vehicular traffic and compounded by GPS signal obstructions from high-rise buildings, are among the most challenging areas in urban traffic systems. Traditional single-vehicle intelligence…

机器人学 · 计算机科学 2025-06-12 Qianxin Qu , Xinyu Zhang , Yifan Cheng , Yijin Xiong , Chen Xia , Qian Peng , Ziqiang Song , Kang Liu , Xin Wu , Jun Li

Visual detection of Unmanned Aerial Vehicles (UAVs) is a critical task in surveillance systems due to their small physical size and environmental challenges. Although deep learning models have achieved significant progress, deploying them…

计算机视觉与模式识别 · 计算机科学 2026-04-23 Amir Zamani , Zeinab Abedini

For autonomous vehicles to operate without human intervention, information sharing from local sensors plays a fundamental role. This can be challenging to handle with bandwidth-constrained communication systems, which calls for the adoption…

网络与互联网体系结构 · 计算机科学 2022-05-25 Matteo Bordin , Marco Giordani , Michele Polese , Tommaso Melodia , Michele Zorzi

Infrastructure-to-Vehicle (I2V) and Vehicle-to-Infrastructure (V2I) communication is likely to be a key-enabling technology for automated driving in the future. Using externally placed sensors, the digital infrastructure can support the…

Cooperating small-scale Unmanned Aerial Vehicles (UAVs) will open up new application fields within next-generation Intelligent Transportation Sytems (ITSs), e.g., airborne near field delivery. In order to allow the exploitation of the…

网络与互联网体系结构 · 计算机科学 2019-11-25 Benjamin Sliwa , Manuel Patchou , Christian Wietfeld

Vehicle-to-Everything (V2X) communication has been proposed as a potential solution to improve the robustness and safety of autonomous vehicles by improving coordination and removing the barrier of non-line-of-sight sensing. Cooperative…

LiDAR-based Vehicle-to-Everything (V2X) cooperative perception has demonstrated its impact on the safety and effectiveness of autonomous driving. Since current cooperative perception algorithms are trained and tested on the same dataset,…

计算机视觉与模式识别 · 计算机科学 2025-03-20 Baolu Li , Zongzhe Xu , Jinlong Li , Xinyu Liu , Jianwu Fang , Xiaopeng Li , Hongkai Yu

Cooperative 3D perception via Vehicle-to-Everything communication is a promising paradigm for enhancing autonomous driving, offering extended sensing horizons and occlusion resolution. However, the practical deployment of existing methods…

计算机视觉与模式识别 · 计算机科学 2026-04-13 Jiahao Wang , Zikun Xu , Yuner Zhang , Zhongwei Jiang , Chenyang Lu , Shuocheng Yang , Yuxuan Wang , Jiaru Zhong , Chuang Zhang , Shaobing Xu , Jianqiang Wang

Infrastructure sensors installed at elevated positions offer a broader perception range and encounter fewer occlusions. Integrating both infrastructure and ego-vehicle data through V2X communication, known as vehicle-infrastructure…

机器人学 · 计算机科学 2024-08-21 Jiaru Zhong , Haibao Yu , Tianyi Zhu , Jiahui Xu , Wenxian Yang , Zaiqing Nie , Chao Sun

Collaborative perception allows connected vehicles to exchange sensor information and overcome each vehicle's blind spots. Yet transmitting raw point clouds or full feature maps overwhelms Vehicle-to-Vehicle (V2V) communications, causing…

计算机视觉与模式识别 · 计算机科学 2025-07-28 Melih Yazgan , Allen Xavier Arasan , J. Marius Zöllner

Embodied outdoor scene understanding forms the foundation for autonomous agents to perceive, analyze, and react to dynamic driving environments. However, existing 3D understanding is predominantly based on 2D Vision-Language Models (VLMs),…

计算机视觉与模式识别 · 计算机科学 2025-09-15 Runwei Guan , Jianan Liu , Ningwei Ouyang , Shaofeng Liang , Daizong Liu , Xiaolou Sun , Lianqing Zheng , Ming Xu , Yutao Yue , Guoqiang Mao , Hui Xiong

Cooperative driving, enabled by communication between automated vehicle systems, promises significant benefits to fuel efficiency, road capacity, and safety over single-vehicle driver assistance systems such as adaptive cruise control…

机器人学 · 计算机科学 2024-05-30 Owen Burns , Hossein Maghsoumi , Yaser Fallah , Israel Charles