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Building and maintaining High-Definition (HD) maps represents a large barrier to autonomous vehicle deployment. This, along with advances in modern online map detection models, has sparked renewed interest in the online mapping problem.…

机器人学 · 计算机科学 2024-06-06 Samuel M. Bateman , Ning Xu , H. Charles Zhao , Yael Ben Shalom , Vince Gong , Greg Long , Will Maddern

High-definition (HD) map provides abundant and precise environmental information of the driving scene, serving as a fundamental and indispensable component for planning in autonomous driving system. We present MapTR, a structured end-to-end…

计算机视觉与模式识别 · 计算机科学 2023-01-31 Bencheng Liao , Shaoyu Chen , Xinggang Wang , Tianheng Cheng , Qian Zhang , Wenyu Liu , Chang Huang

High-definition maps (HD maps) are a key component of most modern self-driving systems due to their valuable semantic and geometric information. Unfortunately, building HD maps has proven hard to scale due to their cost as well as the…

机器人学 · 计算机科学 2021-01-19 Sergio Casas , Abbas Sadat , Raquel Urtasun

Reliable integration of prior information is crucial for self-verifying and self-updating HD maps. However, no public dataset includes the required triplet of prior maps, current maps, and sensor data. As a result, existing methods must…

计算机视觉与模式识别 · 计算机科学 2025-09-11 Lena Wild , Rafael Valencia , Patric Jensfelt

High-definition (HD) map provides abundant and precise static environmental information of the driving scene, serving as a fundamental and indispensable component for planning in autonomous driving system. In this paper, we present…

计算机视觉与模式识别 · 计算机科学 2024-10-28 Bencheng Liao , Shaoyu Chen , Yunchi Zhang , Bo Jiang , Qian Zhang , Wenyu Liu , Chang Huang , Xinggang Wang

High-definition (HD) maps are essential for autonomous driving, providing precise information such as road boundaries, lane dividers, and crosswalks to enable safe and accurate navigation. However, traditional HD map generation is…

机器人学 · 计算机科学 2025-10-01 Zihan Zhang , Abhijit Ravichandran , Pragnya Korti , Luobin Wang , Henrik I. Christensen

High-definition (HD) maps are evolving from pre-annotated to real-time construction to better support autonomous driving in diverse scenarios. However, this process is hindered by low-quality input data caused by onboard sensors limited…

计算机视觉与模式识别 · 计算机科学 2025-12-15 Bingyuan Huang , Guanyi Zhao , Qian Xu , Yang Lou , Yung-Hui Li , Jianping Wang

Reliable motion forecasting of surrounding agents is essential for ensuring the safe operation of autonomous vehicles. Many existing trajectory prediction methods rely heavily on high-definition (HD) maps as strong driving priors. However,…

计算机视觉与模式识别 · 计算机科学 2024-11-19 Xiaodong Liu , Yucheng Xing , Xin Wang

State-of-the-art autonomous driving systems rely on high definition (HD) maps for localization and navigation. However, building and maintaining HD maps is time-consuming and expensive. Furthermore, the HD maps assume structured environment…

计算机视觉与模式识别 · 计算机科学 2021-05-11 Jiaolong Xu , Liang Xiao , Dawei Zhao , Yiming Nie , Bin Dai

While recent online HD mapping methods relieve burdened offline pipelines and solve map freshness, they remain limited by perceptual inaccuracies, occlusion in dense traffic, and an inability to fuse multi-agent observations. We propose…

计算机视觉与模式识别 · 计算机科学 2025-07-31 Yuheng Du , Sheng Yang , Lingxuan Wang , Zhenghua Hou , Chengying Cai , Zhitao Tan , Mingxia Chen , Shi-Sheng Huang , Qiang Li

High-definition (HD) map change detection is the task of determining when sensor data and map data are no longer in agreement with one another due to real-world changes. We collect the first dataset for the task, which we entitle the Trust,…

计算机视觉与模式识别 · 计算机科学 2022-12-15 John Lambert , James Hays

High-Definition (HD) maps are pivotal to autopilot navigation. Integrating the capability of lightweight HD map construction at runtime into a self-driving system recently emerges as a promising direction. In this surge, vision-only…

计算机视觉与模式识别 · 计算机科学 2024-01-17 Toyota Li

High-definition (HD) semantic maps are crucial in enabling autonomous vehicles to navigate urban environments. The traditional method of creating offline HD maps involves labor-intensive manual annotation processes, which are not only…

计算机视觉与模式识别 · 计算机科学 2023-06-16 Xuan Xiong , Yicheng Liu , Tianyuan Yuan , Yue Wang , Yilun Wang , Hang Zhao

High-definition (HD) maps are crucial to autonomous driving, providing structured representations of road elements to support navigation and planning. However, existing query-based methods often employ random query initialization and depend…

计算机视觉与模式识别 · 计算机科学 2026-02-19 Bo Lang , Nirav Savaliya , Zhihao Zheng , Jinglun Feng , Zheng-Hang Yeh , Mooi Choo Chuah

High-definition (HD) maps are essential for autonomous driving systems. Traditionally, an expensive and labor-intensive pipeline is implemented to construct HD maps, which is limited in scalability. In recent years, crowdsourcing and online…

计算机视觉与模式识别 · 计算机科学 2024-09-18 Anqi Shi , Yuze Cai , Xiangyu Chen , Jian Pu , Zeyu Fu , Hong Lu

Online high-definition (HD) map construction is an essential part of a safe and robust end-to-end autonomous driving (AD) pipeline. Onboard camera-based approaches suffer from limited depth perception and degraded accuracy due to occlusion.…

计算机视觉与模式识别 · 计算机科学 2026-01-21 Kanak Mazumder , Fabian B. Flohr

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

As an essential component of autonomous driving systems, high-definition (HD) maps provide rich and precise environmental information for auto-driving scenarios; however, existing methods, which primarily rely on query-based detection…

计算机视觉与模式识别 · 计算机科学 2026-01-14 Jing Yang , Sen Yang , Xiao Tan , Hanli Wang

High-definition (HD) maps provide essential semantic information of road structures for autonomous driving systems, yet current HD map construction methods require calibrated multi-camera setups and either implicit or explicit 2D-to-BEV…

计算机视觉与模式识别 · 计算机科学 2026-02-02 Run Wang , Chaoyi Zhou , Amir Salarpour , Xi Liu , Zhi-Qi Cheng , Feng Luo , Mert D. Pesé , Siyu Huang

Currently, high-definition (HD) map construction leans towards a lightweight online generation tendency, which aims to preserve timely and reliable road scene information. However, map elements contain strong shape priors. Subtle and sparse…

计算机视觉与模式识别 · 计算机科学 2024-04-02 Xiaolu Liu , Song Wang , Wentong Li , Ruizi Yang , Junbo Chen , Jianke Zhu
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