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Recent advances in metric, semantic, and topological mapping have equipped autonomous robots with semantic concept grounding capabilities to interpret natural language tasks. This work aims to leverage these new capabilities with an…

While 2D occupancy maps commonly used in mobile robotics enable safe navigation in indoor environments, in order for robots to understand and interact with their environment and its inhabitants representing 3D geometry and semantic…

机器人学 · 计算机科学 2025-01-09 Krishnananda Prabhu Sivananda , Francesco Verdoja , Ville Kyrki

While Vision-Language Models (VLMs) are set to transform robotic navigation, existing methods often underutilize their reasoning capabilities. To unlock the full potential of VLMs in robotics, we shift their role from passive observers to…

机器人学 · 计算机科学 2025-11-13 Mobin Habibpour , Fatemeh Afghah

While Visual Large Language Models (VLLMs) show great promise as embodied agents, they continue to face substantial challenges in spatial reasoning. Existing embodied benchmarks largely focus on passive, static household environments and…

机器人学 · 计算机科学 2025-11-24 Yifan Li , Lichi Li , Anh Dao , Xinyu Zhou , Yicheng Qiao , Zheda Mai , Daeun Lee , Zichen Chen , Zhen Tan , Mohit Bansal , Yu Kong

Autonomous navigation in unfamiliar environments requires robots to simultaneously explore, localise, and plan under uncertainty, without relying on predefined maps or extensive training. We present Active Inference MAPping and Planning…

机器人学 · 计算机科学 2026-04-23 Daria de tinguy , Tim Verbelen , Emilio Gamba , Bart Dhoedt

Visual target navigation is a critical capability for autonomous robots operating in unknown environments, particularly in human-robot interaction scenarios. While classical and learning-based methods have shown promise, most existing…

机器人学 · 计算机科学 2025-05-07 Bangguo Yu , Qihao Yuan , Kailai Li , Hamidreza Kasaei , Ming Cao

This paper contributes a novel strategy for semantics-aware autonomous exploration and inspection path planning. Attuned to the fact that environments that need to be explored often involve a sparse set of semantic entities of particular…

机器人学 · 计算机科学 2023-03-14 Mihir Dharmadhikari , Kostas Alexis

This work studies the problem of object goal navigation which involves navigating to an instance of the given object category in unseen environments. End-to-end learning-based navigation methods struggle at this task as they are ineffective…

计算机视觉与模式识别 · 计算机科学 2020-07-03 Devendra Singh Chaplot , Dhiraj Gandhi , Abhinav Gupta , Ruslan Salakhutdinov

Navigating towards fully open language goals and exploring open scenes in an intelligent way have always raised significant challenges. Recently, Vision Language Models (VLMs) have demonstrated remarkable capabilities to reason with both…

计算机视觉与模式识别 · 计算机科学 2025-10-29 Zecheng Yin , Chonghao Cheng , and Yao Guo , Zhen Li

As real-time analysis of the new data become increasingly compelling, more organizations deploy Hybrid Transactional/Analytical Processing (HTAP) systems to support real-time queries on data recently generated by online transaction…

数据库 · 计算机科学 2022-08-24 Guoxin Kang , Lei Wang , Wanling Gao , Fei Tang , Jianfeng Zhan

Organic reaction mechanisms are the stepwise elementary reactions by which reactants form intermediates and products, and are fundamental to understanding chemical reactivity and designing new molecules and reactions. Although large…

人工智能 · 计算机科学 2026-05-05 Ruiling Xu , Yifan Zhang , Qingyun Wang , Carl Edwards , Heng Ji

Moving objects to find a fully-occluded target object, known as mechanical search, is a challenging problem in robotics. As objects are often organized semantically, we conjecture that semantic information about object relationships can…

This paper presents a study on the development of an obstacle-avoidance navigation system for autonomous navigation in home environments. The system utilizes vision-based techniques and advanced path-planning algorithms to enable the robot…

计算机视觉与模式识别 · 计算机科学 2023-07-04 Sagar Manglani

The global rise in the number of people with physical disabilities, in part due to improvements in post-trauma survivorship and longevity, has amplified the demand for advanced assistive technologies to improve mobility and independence.…

计算机视觉与模式识别 · 计算机科学 2025-04-01 Yifan Xu , Vineet Kamat , Carol Menassa

Motion planning in off-road environments requires reasoning about both the geometry and semantics of the scene (e.g., a robot may be able to drive through soft bushes but not a fallen log). In many recent works, the world is classified into…

机器人学 · 计算机科学 2022-03-28 Xiaoyi Cai , Michael Everett , Jonathan Fink , Jonathan P. How

Semantic mapping methods are increasingly used as intermediate scene representations for downstream robotic reasoning and manipulation, yet their evaluation is still largely tied to fixed benchmark datasets with limited coverage of…

计算机视觉与模式识别 · 计算机科学 2026-05-27 Regina Kurkova , Maxim Popov , Sergey Kolyubin

LLMs and MLLMs have become indispensable tools across a wide range of applications. E-commerce, however, poses distinctive challenges -- including intricate domain knowledge, long-tail product evidence, heterogeneous visual data, and the…

数据库 · 计算机科学 2026-05-14 Yong Liu , Ximan Liu , Guoqing Yang , Bing Bai , Xiaoqiang Xu , Zhen Chen , Ke Zhang , Yan Li

Visual place recognition and simultaneous localization and mapping (SLAM) have recently begun to be used in real-world autonomous navigation tasks like food delivery. Existing datasets for SLAM research are often not representative of in…

机器人学 · 计算机科学 2019-07-09 Jianzhu Huai , Yusen Qin , Fumin Pang , Zichong Chen

Navigational signs enable humans to navigate unfamiliar environments without maps. This work studies how robots can similarly exploit signs for mapless navigation in the open world. A central challenge lies in interpreting signs: real-world…

机器人学 · 计算机科学 2026-02-16 Nicky Zimmerman , Joel Loo , Benjamin Koh , Zishuo Wang , David Hsu

Open-Vocabulary Mobile Manipulation (OVMM) is a crucial capability for autonomous robots, especially when faced with the challenges posed by unknown and dynamic environments. This task requires robots to explore and build a semantic…

机器人学 · 计算机科学 2024-06-27 Dicong Qiu , Wenzong Ma , Zhenfu Pan , Hui Xiong , Junwei Liang
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