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Vision-Language-Action models (VLAs) mark a major shift in robot learning. They replace specialized architectures and task-tailored components of expert policies with large-scale data collection and setup-specific fine-tuning. In this…

One of the major challenges of a real-time autonomous robotic system for construction monitoring is to simultaneously localize, map, and navigate over the lifetime of the robot, with little or no human intervention. Past research on…

With advances in sensing, computing, and communication technologies, Connected and Automated Vehicles (CAVs) are becoming feasible. The advent of CAVs presents new opportunities to improve the energy efficiency of individual vehicles.…

Systems and Control · Electrical Eng. & Systems 2020-04-20 Shunsuke Aoki , Lung En Jan , Junfeng Zhao , Anand Bhat , Ragunathan , Rajkumar , Chen-Fang Chang

Cooperative autonomous driving, which extends vehicle autonomy by enabling real-time collaboration between vehicles and smart roadside infrastructure, remains a challenging yet essential problem. However, none of the existing testbeds…

Robotics · Computer Science 2025-11-17 Hyunchul Bae , Eunjae Lee , Jehyeop Han , Minhee Kang , Jaehyeon Kim , Junggeun Seo , Minkyun Noh , Heejin Ahn

Collaborative perception in automated vehicles leverages the exchange of information between agents, aiming to elevate perception results. Previous camera-based collaborative 3D perception methods typically employ 3D bounding boxes or…

Computer Vision and Pattern Recognition · Computer Science 2024-04-26 Rui Song , Chenwei Liang , Hu Cao , Zhiran Yan , Walter Zimmer , Markus Gross , Andreas Festag , Alois Knoll

The Agent Based Model community has a rich and diverse ecosystem of libraries, platforms, and applications to help modelers develop rigorous simulations. Despite this robust and diverse ecosystem, the complexity of life from microbial…

Computers and Society · Computer Science 2021-11-16 Thomas Pike , Samantha Golden , Daniel Lowdermilk , Brandon Luong , Benjamin Rosado

Autonomous vehicles need safe development and testing environments. Many traffic scenarios are such that they cannot be tested in the real world. We see hybrid photorealistic simulation as a viable tool for developing AI (artificial…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-03-10 Jussi Hanhirova , Anton Debner , Matias Hyyppä , Vesa Hirvisalo

Collecting a high-quality dataset is a critical task that demands meticulous attention to detail, as overlooking certain aspects can render the entire dataset unusable. Autonomous driving challenges remain a prominent area of research,…

Urbanization and technological advancements are reshaping urban mobility, presenting both challenges and opportunities. This paper investigates how Artificial Intelligence (AI)-driven technologies can impact traffic congestion dynamics and…

General Economics · Economics 2025-01-08 Katsiaryna Bahamazava

With the continuous maturation and application of autonomous driving technology, a systematic examination of open-source autonomous driving datasets becomes instrumental in fostering the robust evolution of the industry ecosystem. Current…

Computer Vision and Pattern Recognition · Computer Science 2024-03-25 Hongyang Li , Yang Li , Huijie Wang , Jia Zeng , Huilin Xu , Pinlong Cai , Li Chen , Junchi Yan , Feng Xu , Lu Xiong , Jingdong Wang , Futang Zhu , Chunjing Xu , Tiancai Wang , Fei Xia , Beipeng Mu , Zhihui Peng , Dahua Lin , Yu Qiao

The advancement of vehicle automation and the growing adoption of electric vehicles (EVs) are reshaping transportation systems. While fully automated vehicles are expected to improve traffic stability, efficiency, and sustainability, recent…

Emerging Technologies · Computer Science 2026-01-27 Gabriel Geffen , Jun Zhao , Mingfeng Shang , Shian Wang , Yao-Jan Wu

Several institutions are collaborating on the development of a new web-based Open Education Resources (OER) system designed exclusively for non-commercial educational purposes. This initiative is underpinned by meticulous research aimed at…

Computers and Society · Computer Science 2024-05-28 Nimol Thuon , Wangrui Zhang

Advanced Driver Assistance Systems (ADAS) have made significant strides, capitalizing on computer vision to enhance perception and decision-making capabilities. Nonetheless, the adaptation of these systems to diverse traffic scenarios poses…

Computer Vision and Pattern Recognition · Computer Science 2023-08-31 Harshith Mohan Kumar , Sean Lawrence

Open-world perception aims to develop a model adaptable to novel domains and various sensor configurations and can understand uncommon objects and corner cases. However, current research lacks sufficiently comprehensive open-world 3D…

Computer Vision and Pattern Recognition · Computer Science 2025-05-27 Zhongyu Xia , Jishuo Li , Zhiwei Lin , Xinhao Wang , Yongtao Wang , Ming-Hsuan Yang

Autonomous driving has the potential to significantly enhance productivity and provide numerous societal benefits. Ensuring robustness in these safety-critical systems is essential, particularly when vehicles must navigate adverse weather…

Computer Vision and Pattern Recognition · Computer Science 2025-03-14 Severin Heidrich , Till Beemelmanns , Alexey Nekrasov , Bastian Leibe , Lutz Eckstein

In this work, we introduce a new concept, named source-free open compound domain adaptation (SF-OCDA), and study it in semantic segmentation. SF-OCDA is more challenging than the traditional domain adaptation but it is more practical. It…

Computer Vision and Pattern Recognition · Computer Science 2021-06-08 Yuyang Zhao , Zhun Zhong , Zhiming Luo , Gim Hee Lee , Nicu Sebe

Many real-world optimization problems exhibit dynamic characteristics, posing significant challenges for traditional optimization techniques. Evolutionary Dynamic Optimization Algorithms (EDOAs) are designed to address these challenges…

Neural and Evolutionary Computing · Computer Science 2024-12-17 Mai Peng , Delaram Yazdani , Zeneng She , Danial Yazdani , Wenjian Luo , Changhe Li , Juergen Branke , Trung Thanh Nguyen , Amir H. Gandomi , Shengxiang Yang , Yaochu Jin , Xin Yao

Edge computing technology has great potential to improve various computation-intensive applications in vehicular networks by providing sufficient computation resources for vehicles. However, it is still a challenge to fully unleash the…

Signal Processing · Electrical Eng. & Systems 2021-11-02 Hewon Cho , Ying Cui , Jemin Lee

This work presents AutoDRIVE, a comprehensive research and education platform for implementing and validating intelligent transportation algorithms pertaining to vehicular autonomy as well as smart city management. It is an openly…

Robotics · Computer Science 2022-11-18 Tanmay Vilas Samak , Chinmay Vilas Samak

In recent years, open-pit mining has seen significant advancement, the cooperative operation of various specialized machinery substantially enhancing the efficiency of mineral extraction. However, the harsh environment and complex…

Robotics · Computer Science 2024-05-28 Siyu Teng , Xuan Li , Yucheng Li , Zhe Xuanyuan , Yunfeng Ai , Long Chen