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This paper investigates how end-to-end driving models can be improved to drive more accurately and human-like. To tackle the first issue we exploit semantic and visual maps from HERE Technologies and augment the existing Drive360 dataset…

Computer Vision and Pattern Recognition · Computer Science 2020-07-15 Simon Hecker , Dengxin Dai , Alexander Liniger , Luc Van Gool

Road networks in cities are massive and is a critical component of mobility. Fast response to defects, that can occur not only due to regular wear and tear but also because of extreme events like storms, is essential. Hence there is a need…

Computer Vision and Pattern Recognition · Computer Science 2018-11-27 Sudhir Yarram , Girish Varma , C. V. Jawahar

Urban cultures and architectural styles vary significantly across cities due to geographical, chronological, historical, and socio-political factors. Understanding these differences is essential for anticipating how cities may evolve in the…

Computer Vision and Pattern Recognition · Computer Science 2025-08-05 Jun Yin , Jing Zhong , Peilin Li , Ruolin Pan , Pengyu Zeng , Miao Zhang , Shuai Lu

In the field of urban planning, general-purpose large language models often struggle to meet the specific needs of planners. Tasks like generating urban planning texts, retrieving related information, and evaluating planning documents pose…

Computation and Language · Computer Science 2024-03-01 He Zhu , Wenjia Zhang , Nuoxian Huang , Boyang Li , Luyao Niu , Zipei Fan , Tianle Lun , Yicheng Tao , Junyou Su , Zhaoya Gong , Chenyu Fang , Xing Liu

Skills have become a practical packaging mechanism for agent instructions, workflows, scripts, and reference materials. In enterprise settings, however, a skill often needs to express more than task guidance: goals, input boundaries,…

Software Engineering · Computer Science 2026-05-26 Ting Liu

Panoptic scene understanding and tracking of dynamic agents are essential for robots and automated vehicles to navigate in urban environments. As LiDARs provide accurate illumination-independent geometric depictions of the scene, performing…

Computer Vision and Pattern Recognition · Computer Science 2021-12-28 Whye Kit Fong , Rohit Mohan , Juana Valeria Hurtado , Lubing Zhou , Holger Caesar , Oscar Beijbom , Abhinav Valada

Traditional keyphrase prediction methods predict a single set of keyphrases per document, failing to cater to the diverse needs of users and downstream applications. To bridge the gap, we introduce on-demand keyphrase generation, a novel…

Computation and Language · Computer Science 2024-10-07 Di Wu , Xiaoxian Shen , Kai-Wei Chang

This document introduces the background and the usage of the Hyperspectral City Dataset and the benchmark. The documentation first starts with the background and motivation of the dataset. Follow it, we briefly describe the method of…

Computer Vision and Pattern Recognition · Computer Science 2020-02-27 Shaodi You , Erqi Huang , Shuaizhe Liang , Yongrong Zheng , Yunxiang Li , Fan Wang , Sen Lin , Qiu Shen , Xun Cao , Diming Zhang , Yuanjiang Li , Yu Li , Ying Fu , Boxin Shi , Feng Lu , Yinqiang Zheng , Robby T. Tan

We propose CLEVER, an active learning system for robust semantic perception with Deep Neural Networks (DNNs). For data arriving in streams, our system seeks human support when encountering failures and adapts DNNs online based on human…

Robotics · Computer Science 2025-07-22 Jongseok Lee , Timo Birr , Rudolph Triebel , Tamim Asfour

The quality of AI-generated output is often attributed to prompting technique, but extensive empirical observation suggests that context completeness may be more strongly associated with output quality. This paper introduces Context…

Artificial Intelligence · Computer Science 2026-04-07 Elias Calboreanu

Describes an audio dataset of spoken words designed to help train and evaluate keyword spotting systems. Discusses why this task is an interesting challenge, and why it requires a specialized dataset that is different from conventional…

Computation and Language · Computer Science 2018-04-11 Pete Warden

With the advent of seamless connection of human, machine, and smart things, there is an emerging trend to leverage the power of crowds (e.g., citizens, mobile devices, and smart things) to monitor what is happening in a city, understand how…

Human-Computer Interaction · Computer Science 2018-05-23 Jiangtao Wang , Yasha Wang , Daqing Zhang , Qin Lv , Chao Chen

Web search is an essential way for humans to obtain information, but it's still a great challenge for machines to understand the contents of web pages. In this paper, we introduce the task of structural reading comprehension (SRC) on web.…

Computation and Language · Computer Science 2021-11-09 Xingyu Chen , Zihan Zhao , Lu Chen , Danyang Zhang , Jiabao Ji , Ao Luo , Yuxuan Xiong , Kai Yu

Modern supervised semantic segmentation methods are usually finetuned based on the supervised or self-supervised models pre-trained on ImageNet. Recent work shows that transferring the knowledge from CLIP to semantic segmentation via prompt…

Computer Vision and Pattern Recognition · Computer Science 2023-08-15 Chaohui Yu , Qiang Zhou , Zhibin Wang , Fan Wang

Navigation is a rich and well-grounded problem domain that drives progress in many different areas of research: perception, planning, memory, exploration, and optimisation in particular. Historically these challenges have been separately…

Despite the successes of language models, their evaluation remains a daunting challenge for new and existing tasks. We consider the task of text simplification, commonly used to improve information accessibility, where evaluation faces two…

Computation and Language · Computer Science 2025-04-17 Joseph Liu , Yoonsoo Nam , Xinyue Cui , Swabha Swayamdipta

Many problems related to the quality of requirements arise during elicitation and specification activities since they are written in natural language. The flexibility and inherent nature of language make requirements prone to…

Software Engineering · Computer Science 2021-05-14 María Guadalupe Gramajo , Luciana Ballejos , Mariel Ale

Defects in requirements specifications can have severe consequences during the software development lifecycle. Some of them may result in poor product quality and/or time and budget overruns due to incorrect or missing quality…

Software Engineering · Computer Science 2020-09-09 Hugo Villamizar , Marcos Kalinowski , Alessandro Garcia , Daniel Mendez Fernández

Requirements Engineering (RE) is the initial step towards building a software system. The success or failure of a software project is firmly tied to this phase, based on communication among stakeholders using natural language. The problem…

Software Engineering · Computer Science 2021-12-07 Mohammad Kasra Habib , Stefan Wagner , Daniel Graziotin

The plethora of complex artificial intelligence (AI) algorithms and available high performance computing (HPC) power stimulates the expeditious development of AI components with heterogeneous designs. Consequently, the need for cross-stack…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-03-16 Zhixiang Ren , Yongheng Liu , Tianhui Shi , Lei Xie , Yue Zhou , Jidong Zhai , Youhui Zhang , Yunquan Zhang , Wenguang Chen