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Vision-based lane keeping is a topic of significant interest in the robotics and autonomous ground vehicles communities in various on-road and off-road applications. The skid-steered vehicle architecture has served as a useful vehicle…

Robotics · Computer Science 2025-11-17 Ameya Salvi , Venkat Krovi

Vision-language navigation (VLN) is the task of entailing an agent to carry out navigational instructions inside photo-realistic environments. One of the key challenges in VLN is how to conduct a robust navigation by mitigating the…

Computer Vision and Pattern Recognition · Computer Science 2020-08-21 Hanqing Wang , Wenguan Wang , Tianmin Shu , Wei Liang , Jianbing Shen

Visually impaired persons have significant problems in their everyday movement. Therefore, some of our previous work involves computer vision in developing assistance systems for guiding the visually impaired in critical situations. Some of…

Computer Vision and Pattern Recognition · Computer Science 2022-09-21 Krešimir Romić , Irena Galić , Marija Habijan , Hrvoje Leventić

Underwater navigation is a challenging area in the field of mobile robotics due to inherent constraints in self-localisation and communication in underwater environments. Some of these challenges can be mitigated by using collaborative…

Robotics · Computer Science 2026-05-19 Kanzhong Yao , Xueliang Cheng , Keir Groves , Barry Lennox , Ognjen Marjanovic , Simon Watson

Visual navigation in unknown environments based solely on natural language descriptions is a key capability for intelligent robots. In this work, we propose a navigation framework built upon off-the-shelf Visual Language Models (VLMs),…

Robotics · Computer Science 2025-08-08 Weifan Zhang , Tingguang Li , Yuzhen Liu

The demand for mobile robots has rapidly increased in recent years due to the flexibility and high variety of application fields comparing to static robots. To deal with complex tasks such as navigation, they work with high amounts of…

Robotics · Computer Science 2019-12-30 Linh Kästner , Jens Lambrecht

Service robots should be able to interact naturally with non-expert human users, not only to help them in various tasks but also to receive guidance in order to resolve ambiguities that might be present in the instruction. We consider the…

Computer Vision and Pattern Recognition · Computer Science 2022-07-12 Georgios Tziafas , Hamidreza Kasaei

Grounding language to the visual observations of a navigating agent can be performed using off-the-shelf visual-language models pretrained on Internet-scale data (e.g., image captions). While this is useful for matching images to natural…

Robotics · Computer Science 2023-03-09 Chenguang Huang , Oier Mees , Andy Zeng , Wolfram Burgard

Large vision-language models have endowed GUI agents with strong general capabilities for interface understanding and interaction. However, due to insufficient exposure to domain-specific software operation data during training, these…

Artificial Intelligence · Computer Science 2026-04-01 Rui Xie , Zhi Gao , Chenrui Shi , Zirui Shang , Lu Chen , Qing Li

People navigating in unfamiliar buildings take advantage of myriad visual, spatial and semantic cues to efficiently achieve their navigation goals. Towards equipping computational agents with similar capabilities, we introduce Pathdreamer,…

Computer Vision and Pattern Recognition · Computer Science 2021-08-18 Jing Yu Koh , Honglak Lee , Yinfei Yang , Jason Baldridge , Peter Anderson

Mapless navigation has emerged as a promising approach for enabling autonomous robots to navigate in environments where pre-existing maps may be inaccurate, outdated, or unavailable. In this work, we propose an image-based local…

Robotics · Computer Science 2023-10-24 Durgakant Pushp , Zheng Chen , Chaomin Luo , Jason M. Gregory , Lantao Liu

This work introduces a simulator-based benchmark for visual localization in the autonomous navigation context. The dynamic benchmark enables investigation of how variables such as the time of day, weather, and camera perspective affect the…

Computer Vision and Pattern Recognition · Computer Science 2022-10-19 Lauri Suomela , Jussi Kalliola , Atakan Dag , Harry Edelman , Joni-Kristian Kämäräinen

Augmented Reality (AR) provides a safe and low-cost option for hazardous safety training that allows for the visualization of aspects that may be invisible, such as radiation. Effectively visually communicating such threats in the…

Human-Computer Interaction · Computer Science 2024-03-11 Fintan McGee , Roderick McCall , Joan Baixauli

Vision-and-Language Navigation (VLN) is a task where an agent navigates in an embodied indoor environment under human instructions. Previous works ignore the distribution of sample difficulty and we argue that this potentially degrade their…

Machine Learning · Computer Science 2021-11-16 Jiwen Zhang , Zhongyu Wei , Jianqing Fan , Jiajie Peng

Existing evaluation paradigms for Autonomous Vehicles (AVs) face critical limitations. Real-world evaluation is often challenging due to safety concerns and a lack of reproducibility, whereas closed-loop simulation can face insufficient…

We propose a novel architecture and training paradigm for training realistic PointGoal Navigation -- navigating to a target coordinate in an unseen environment under actuation and sensor noise without access to ground-truth localization.…

Computer Vision and Pattern Recognition · Computer Science 2021-09-20 Guillermo Grande , Dhruv Batra , Erik Wijmans

Providing pedestrians and other vulnerable road users with a clear indication about a fully autonomous vehicle status and intentions is crucial to make them coexist. In the last few years, a variety of external interfaces have been…

Human-Computer Interaction · Computer Science 2021-02-05 F. Gabriele Pratticò , Fabrizio Lamberti , Alberto Cannavò , Lia Morra , Paolo Montuschi

Real-life robot navigation involves more than just reaching a destination; it requires optimizing movements while addressing scenario-specific goals. An intuitive way for humans to express these goals is through abstract cues like verbal…

The integration of extended reality (XR) with artificial intelligence (AI) introduces a new paradigm for user interaction, enabling AI to perceive user intent, stimulate the senses, and influence decision-making. We explored the impact of…

Human-Computer Interaction · Computer Science 2025-07-16 Ze Dong , Binyang Han , Jingjing Zhang , Ruoyu Wen , Barrett Ens , Adrian Clark , Tham Piumsomboon

Recent advancements in autonomous driving (AD) have explored the use of vision-language models (VLMs) within visual question answering (VQA) frameworks for direct driving decision-making. However, these approaches often depend on…

Computer Vision and Pattern Recognition · Computer Science 2025-11-19 Xin Hu , Taotao Jing , Renran Tian , Zhengming Ding
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