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Zero-shot object navigation (ZSON) requires robots to locate target objects in unseen environments without task-specific fine-tuning or pre-built maps, a capability crucial for service and household robotics. Existing methods perform well…

机器人学 · 计算机科学 2026-03-25 Yu He , Da Huang , Zhenyang Liu , Zixiao Gu , Qiang Sun , Guangnan Ye , Yanwei Fu , Yu-Gang Jiang

Vision-language navigation (VLN) has emerged as a promising paradigm, enabling mobile robots to perform zero-shot inference and execute tasks without specific pre-programming. However, current systems often separate map exploration and path…

机器人学 · 计算机科学 2025-07-24 Yuxuan Zhang , Adnan Abdullah , Sanjeev J. Koppal , Md Jahidul Islam

Object navigation is a core capability of embodied intelligence, enabling an agent to locate target objects in unknown environments. Recent advances in vision-language models (VLMs) have facilitated zero-shot object navigation (ZSON).…

机器人学 · 计算机科学 2026-02-13 Wancai Zheng , Hao Chen , Xianlong Lu , Linlin Ou , Xinyi Yu

Language-guided embodied navigation requires an agent to interpret object-referential instructions, search across multiple rooms, localize the referenced target, and execute reliable motion toward it. Existing systems remain limited in real…

机器人学 · 计算机科学 2026-03-19 Zhongyuang Liu , Min He , Shaonan Yu , Xinhang Xu , Muqing Cao , Jianping Li , Jianfei Yang , Lihua Xie

Zero-shot object navigation (ZSON) allows robots to find target objects in unfamiliar environments using natural language instructions, without relying on pre-built maps or task-specific training. Recent general-purpose models, such as…

机器人学 · 计算机科学 2025-06-10 Zibo Zhou , Yue Hu , Lingkai Zhang , Zonglin Li , Siheng Chen

Zero-Shot Object Navigation (ZSON) in unknown multi-floor environments presents a significant challenge. Recent methods, mostly based on semantic value greedy waypoint selection, spatial topology-enhanced memory, and Multimodal Large…

机器人学 · 计算机科学 2026-03-19 Jingzhi Huang , Junkai Huang , Haoyang Yang , Haoang Li , Yi Wang

Vision-and-Language Navigation in Continuous Environments (VLN-CE), which links language instructions to perception and control in the real world, is a core capability of embodied robots. Recently, large-scale pretrained foundation models…

机器人学 · 计算机科学 2025-09-16 Yunheng Wang , Yuetong Fang , Taowen Wang , Yixiao Feng , Yawen Tan , Shuning Zhang , Peiran Liu , Yiding Ji , Renjing Xu

In the realm of household robotics, the Zero-Shot Object Navigation (ZSON) task empowers agents to adeptly traverse unfamiliar environments and locate objects from novel categories without prior explicit training. This paper introduces…

机器人学 · 计算机科学 2024-02-07 Pengying Wu , Yao Mu , Bingxian Wu , Yi Hou , Ji Ma , Shanghang Zhang , Chang Liu

We propose DeepExplorer, a simple and lightweight metric-free exploration method for topological mapping of unknown environments. It performs task and motion planning (TAMP) entirely in image feature space. The task planner is a recurrent…

机器人学 · 计算机科学 2023-03-17 Yuhang He , Irving Fang , Yiming Li , Rushi Bhavesh Shah , Chen Feng

Zero-shot object navigation in unknown environments presents significant challenges, mainly due to two key limitations: insufficient semantic guidance leads to inefficient exploration, while limited spatial memory resulting from…

机器人学 · 计算机科学 2025-09-30 Xiangyi Meng , Delun Li , Zihao Mao , Yi Yang , Wenjie Song

Object navigation in multi-floor environments presents a formidable challenge in robotics, requiring sophisticated spatial reasoning and adaptive exploration strategies. Traditional approaches have primarily focused on single-floor…

机器人学 · 计算机科学 2024-09-18 Lingfeng Zhang , Hao Wang , Erjia Xiao , Xinyao Zhang , Qiang Zhang , Zixuan Jiang , Renjing Xu

Embodied scene understanding requires not only comprehending visual-spatial information that has been observed but also determining where to explore next in the 3D physical world. Existing 3D Vision-Language (3D-VL) models primarily focus…

计算机视觉与模式识别 · 计算机科学 2025-07-31 Ziyu Zhu , Xilin Wang , Yixuan Li , Zhuofan Zhang , Xiaojian Ma , Yixin Chen , Baoxiong Jia , Wei Liang , Qian Yu , Zhidong Deng , Siyuan Huang , Qing Li

This article introduces XPLORER, a passive deformable UAV with a spring-augmented chassis and proprioceptive state awareness, designed to endure collisions and maintain smooth contact. We develop a fast-converging external force estimation…

机器人学 · 计算机科学 2025-06-18 Karishma Patnaik , Aravind Adhith Pandian Saravanakumaran , Wenlong Zhang

Embodied visual navigation remains a challenging task, as agents must explore unknown environments with limited knowledge. Existing zero-shot studies have shown that incorporating memory mechanisms to support goal-directed behavior can…

机器人学 · 计算机科学 2026-03-24 Ningnan Wang , Weihuang Chen , Liming Chen , Haoxuan Ji , Zhongyu Guo , Xuchong Zhang , Hongbin Sun

Autonomous exploration of unknown environments is a key capability for mobile robots, but it is largely unsolved for robots equipped with only a single monocular camera and no dense range sensors. In this paper, we present a novel approach…

机器人学 · 计算机科学 2026-05-15 Tomáš Musil , Matěj Petrlík , Martin Saska

The ability to accurately locate and navigate to a specific object is a crucial capability for embodied agents that operate in the real world and interact with objects to complete tasks. Such object navigation tasks usually require…

人工智能 · 计算机科学 2023-07-07 Kaiwen Zhou , Kaizhi Zheng , Connor Pryor , Yilin Shen , Hongxia Jin , Lise Getoor , Xin Eric Wang

Agile humanoid locomotion in complex 3D en- vironments requires balancing perceptual fidelity with com- putational efficiency, yet existing methods typically rely on rigid sensing configurations. We propose ADAPT (Adaptive dual-projection…

机器人学 · 计算机科学 2026-03-18 Shuo Shao , Tianchen Huang , Wei Gao , Shiwu Zhang

This work focuses on the problem of visual target navigation, which is very important for autonomous robots as it is closely related to high-level tasks. To find a special object in unknown environments, classical and learning-based…

机器人学 · 计算机科学 2023-12-27 Bangguo Yu , Hamidreza Kasaei , Ming Cao

In language-guided visual navigation, agents locate target objects in unseen environments using natural language instructions. For reliable navigation in unfamiliar scenes, agents should possess strong perception, planning, and prediction…

机器人学 · 计算机科学 2025-08-11 Yufeng Zhong , Chengjian Feng , Feng Yan , Fanfan Liu , Liming Zheng , Lin Ma

With the increasing integration of robots into human life, their role in architectural spaces where people spend most of their time has become more prominent. While motion capabilities and accurate localization for automated robots have…

机器人学 · 计算机科学 2025-03-12 Mengke Zhang , Zhihao Tian , Yaoguang Xia , Chao Xu , Fei Gao , Yanjun Cao
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