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Safety constitutes a foundational imperative for autonomous driving systems, necessitating maximal incorporation of accessible prior information. This study establishes that temporal perception buffers and cost-efficient high-definition…

计算机视觉与模式识别 · 计算机科学 2026-01-28 Nan Peng , Xun Zhou , Mingming Wang , Guisong Chen , Wenqi Xu

Long-term traffic prediction has always been a challenging task due to its dynamic temporal dependencies and complex spatial dependencies. In this paper, we propose a model that combines hybrid Transformer and spatio-temporal…

机器学习 · 计算机科学 2024-01-31 Wang Zhu , Doudou Zhang , Baichao Long , Jianli Xiao

The rapid growth of intelligent connected vehicles (ICVs) and integrated vehicle-road-cloud systems has increased the demand for accurate, real-time HD map updates. However, ensuring map reliability remains challenging due to…

计算机视觉与模式识别 · 计算机科学 2025-04-16 Ankit Kumar Shaw , Kun Jiang , Tuopu Wen , Chandan Kumar Sah , Yining Shi , Mengmeng Yang , Diange Yang , Xiaoli Lian

We propose a novel end-to-end pipeline for online long-range vectorized high-definition (HD) map construction using on-board camera sensors. The vectorized representation of HD maps, employing polylines and polygons to represent map…

计算机视觉与模式识别 · 计算机科学 2024-01-09 Jingyi Yu , Zizhao Zhang , Shengfu Xia , Jizhang Sang

Constructing online High-Definition (HD) maps is crucial for the static environment perception of autonomous driving systems (ADS). Existing solutions typically attempt to detect vectorized HD map elements with unified models; however,…

计算机视觉与模式识别 · 计算机科学 2024-12-18 Dapeng Zhang , Dayu Chen , Peng Zhi , Yinda Chen , Zhenlong Yuan , Chenyang Li , Sunjing , Rui Zhou , Qingguo Zhou

Most autonomous cars rely on the availability of high-definition (HD) maps. Current research aims to address this constraint by directly predicting HD map elements from onboard sensors and reasoning about the relationships between the…

计算机视觉与模式识别 · 计算机科学 2025-07-29 Khanh Son Pham , Christian Witte , Jens Behley , Johannes Betz , Cyrill Stachniss

Online High-Definition (HD) maps have emerged as the preferred option for autonomous driving, overshadowing the counterpart offline HD maps due to flexible update capability and lower maintenance costs. However, contemporary online HD map…

计算机视觉与模式识别 · 计算机科学 2024-09-16 Siyu Li , Kailun Yang , Hao Shi , Song Wang , You Yao , Zhiyong Li

To reduce the reliance on high-definition (HD) maps, a growing trend in autonomous driving is leveraging onboard sensors to generate vectorized maps online. However, current methods are mostly constrained by processing only single-frame…

机器人学 · 计算机科学 2025-03-18 Jiagang Chen , Liangliang Pan , Shunping Ji , Ji Zhao , Zichao Zhang

Traditional vision-based autonomous driving systems often face difficulties in navigating complex environments when relying solely on single-image inputs. To overcome this limitation, incorporating temporal data such as past image frames or…

计算机视觉与模式识别 · 计算机科学 2025-07-01 Tuong Do , Binh X. Nguyen , Quang D. Tran , Erman Tjiputra , Te-Chuan Chiu , Anh Nguyen

Hybrid planner switching framework (HPSF) for autonomous driving needs to reconcile high-speed driving efficiency with safe maneuvering in dense traffic. Existing HPSF methods often fail to make reliable mode transitions or sustain…

机器人学 · 计算机科学 2026-01-30 He Li , Zhaowei Chen , Rui Gao , Guoliang Li , Qi Hao , Shuai Wang , Chengzhong Xu

Autonomous driving without high-definition (HD) maps demands a higher level of active scene understanding. In this competition, the organizers provided the multi-perspective camera images and standard-definition (SD) maps to explore the…

计算机视觉与模式识别 · 计算机科学 2024-06-17 Zhongyu Yang , Mai Liu , Jinluo Xie , Yueming Zhang , Chen Shen , Wei Shao , Jichao Jiao , Tengfei Xing , Runbo Hu , Pengfei Xu

For scalable autonomous driving, a robust map-based localization system, independent of GPS, is fundamental. To achieve such map-based localization, online high-definition (HD) map construction plays a significant role in accurate…

计算机视觉与模式识别 · 计算机科学 2024-12-25 Juyeb Shin , Hyeonjun Jeong , Francois Rameau , Dongsuk Kum

Online vectorized High-Definition (HD) map construction is crucial for subsequent prediction and planning tasks in autonomous driving. Following MapTR paradigm, recent works have made noteworthy achievements. However, reference points are…

计算机视觉与模式识别 · 计算机科学 2024-08-21 Rongxuan Wang , Xin Lu , Xiaoyang Liu , Xiaoyi Zou , Tongyi Cao , Ying Li

High-definition (HD) maps are essential for autonomous driving, as they provide precise road information for downstream tasks. Recent advances highlight the potential of temporal modeling in addressing challenges like occlusions and…

计算机视觉与模式识别 · 计算机科学 2025-07-29 Ruizi Yang , Xiaolu Liu , Junbo Chen , Jianke Zhu

Vectorized HD map is essential for autonomous driving. Remarkable work has been achieved in recent years, but there are still major issues: (1) in the generation of the BEV features, single modality-based methods are of limited perception…

计算机视觉与模式识别 · 计算机科学 2025-06-06 Ruqin Zhou , Chenguang Dai , Wanshou Jiang , Yongsheng Zhang , Hanyun Wang , San Jiang

Autonomous driving for urban and highway driving applications often requires High Definition (HD) maps to generate a navigation plan. Nevertheless, various challenges arise when generating and maintaining HD maps at scale. While recent…

计算机视觉与模式识别 · 计算机科学 2024-08-06 Hengyuan Zhang , David Paz , Yuliang Guo , Arun Das , Xinyu Huang , Karsten Haug , Henrik I. Christensen , Liu Ren

High-definition (HD) maps offer extensive and accurate environmental information about the driving scene, making them a crucial and essential element for planning within autonomous driving systems. To avoid extensive efforts from manual…

计算机视觉与模式识别 · 计算机科学 2025-05-16 Michael Hubbertz , Pascal Colling , Qi Han , Tobias Meisen

The development of online high-definition maps is significant since they provide real-time, accurate, and updatable geographic information for location-based applications, such as autonomous driving and intelligent transportation, thus…

计算机视觉与模式识别 · 计算机科学 2023-11-07 Mingchao Jiang , Yin Cheng , Linghai Liu

While High Definition (HD) Maps have long been favored for their precise depictions of static road elements, their accessibility constraints and susceptibility to rapid environmental changes impede the widespread deployment of autonomous…

计算机视觉与模式识别 · 计算机科学 2023-11-07 Jing-Yan Liao , Parth Doshi , Zihan Zhang , David Paz , Henrik Christensen

High-definition (HD) semantic map generation of the environment is an essential component of autonomous driving. Existing methods have achieved good performance in this task by fusing different sensor modalities, such as LiDAR and camera.…

计算机视觉与模式识别 · 计算机科学 2024-11-28 Hao Dong , Weihao Gu , Xianjing Zhang , Jintao Xu , Rui Ai , Huimin Lu , Juho Kannala , Xieyuanli Chen