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Zero-Shot Object Navigation (ZSON) enables agents to navigate towards open-vocabulary objects in unknown environments. The existing works of ZSON mainly focus on following individual instructions to find generic object classes, neglecting…

机器人学 · 计算机科学 2024-05-31 Yinpei Dai , Run Peng , Sikai Li , Joyce Chai

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

Zero-Shot Object Goal Navigation (ZS-OGN) enables robots or agents to navigate toward objects of unseen categories without object-specific training. Traditional approaches often leverage categorical semantic information for navigation…

机器人学 · 计算机科学 2024-11-01 Shuaihang Yuan , Hao Huang , Yu Hao , Congcong Wen , Anthony Tzes , Yi Fang

3D Visual Grounding (3DVG) aims to localize target objects within a 3D scene based on natural language queries. To alleviate the reliance on costly 3D training data, recent studies have explored zero-shot 3DVG by leveraging the extensive…

计算机视觉与模式识别 · 计算机科学 2025-06-30 Zhao Jin , Rong-Cheng Tu , Jingyi Liao , Wenhao Sun , Xiao Luo , Shunyu Liu , Dacheng Tao

Navigating to a specified object in an unknown environment is a fundamental yet challenging capability of embodied intelligence. However, current methods struggle to balance decision frequency with intelligence, resulting in decisions…

Object-goal navigation (ObjNav) tasks an agent with navigating to the location of a specific object in an unseen environment. Embodied agents equipped with large language models (LLMs) and online constructed navigation maps can perform…

机器人学 · 计算机科学 2026-03-18 Zebin Yang , Sunjian Zheng , Tong Xie , Tianshi Xu , Bo Yu , Fan Wang , Jie Tang , Shaoshan Liu , Meng Li

Grounding language to a navigating agent's observations can leverage pretrained multimodal foundation models to match perceptions to object or event descriptions. However, previous approaches remain disconnected from environment mapping,…

机器人学 · 计算机科学 2025-06-10 Chenguang Huang , Oier Mees , Andy Zeng , Wolfram Burgard

3D Visual Grounding (3DVG) aims to localize objects in 3D scenes using natural language descriptions. Although supervised methods achieve higher accuracy in constrained settings, zero-shot 3DVG holds greater promise for real-world…

计算机视觉与模式识别 · 计算机科学 2025-08-29 Jiawen Lin , Shiran Bian , Yihang Zhu , Wenbin Tan , Yachao Zhang , Yuan Xie , Yanyun Qu

While interacting in the world is a multi-sensory experience, many robots continue to predominantly rely on visual perception to map and navigate in their environments. In this work, we propose Audio-Visual-Language Maps (AVLMaps), a…

机器人学 · 计算机科学 2023-03-28 Chenguang Huang , Oier Mees , Andy Zeng , Wolfram Burgard

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

While large vision-language models (VLMs) show promise for object goal navigation, current methods still struggle with low success rates and inefficient localization of unseen objects--failures primarily attributed to weak temporal-spatial…

机器人学 · 计算机科学 2026-02-11 Zixuan Wang , Huang Fang , Shaoan Wang , Yuanfei Luo , Heng Dong , Wei Li , Yiming Gan

Vision-and-Language Navigation (VLN) requires an agent to interpret natural language instructions and navigate complex environments. Current approaches often adopt a "black-box" paradigm, where a single Large Language Model (LLM) makes…

计算机视觉与模式识别 · 计算机科学 2025-09-11 Chenghao Liu , Zhimu Zhou , Jiachen Zhang , Minghao Zhang , Songfang Huang , Huiling Duan

Recent progress in large vision-language models has driven improvements in language-based semantic navigation, where an embodied agent must reach a target object described in natural language. Yet we still lack a clear, language-focused…

机器人学 · 计算机科学 2025-10-20 Sonia Raychaudhuri , Enrico Cancelli , Tommaso Campari , Lamberto Ballan , Manolis Savva , Angel X. Chang

Robust humanoid locomotion requires accurate and globally consistent perception of the surrounding 3D environment. However, existing perception modules, mainly based on depth images or elevation maps, offer only partial and locally…

机器人学 · 计算机科学 2025-11-19 Qingwei Ben , Botian Xu , Kailin Li , Feiyu Jia , Wentao Zhang , Jingping Wang , Jingbo Wang , Dahua Lin , Jiangmiao Pang

Pre-trained large language models (LLMs) have demonstrated strong common-sense reasoning abilities, making them promising for robotic navigation and planning tasks. However, despite recent progress, bridging the gap between language…

机器人学 · 计算机科学 2025-12-29 Mingfeng Yuan , Letian Wang , Steven L. Waslander

We study zero-shot instance navigation, in which the agent navigates to a specific object without using object annotations for training. Previous object navigation approaches apply the image-goal navigation (ImageNav) task (go to the…

计算机视觉与模式识别 · 计算机科学 2024-07-18 Xinyu Sun , Lizhao Liu , Hongyan Zhi , Ronghe Qiu , Junwei Liang

Aerial Vision-and-Language Navigation (VLN) is a novel task enabling Unmanned Aerial Vehicles (UAVs) to navigate in outdoor environments through natural language instructions and visual cues. However, it remains challenging due to the…

机器人学 · 计算机科学 2025-08-12 Yunpeng Gao , Zhigang Wang , Pengfei Han , Linglin Jing , Dong Wang , Bin Zhao

Zero-Shot Object Navigation (ZSON) requires agents to autonomously locate and approach unseen objects in unfamiliar environments and has emerged as a particularly challenging task within the domain of Embodied AI. Existing datasets for…

计算机视觉与模式识别 · 计算机科学 2024-07-09 Ji Ma , Hongming Dai , Yao Mu , Pengying Wu , Hao Wang , Xiaowei Chi , Yang Fei , Shanghang Zhang , Chang Liu

Zero-shot Vision-and-Language Navigation (VLN) agents leveraging Large Language Models (LLMs) excel in generalization but suffer from insufficient spatial perception. Focusing on complex continuous environments, we categorize key perceptual…

计算机视觉与模式识别 · 计算机科学 2026-01-21 Lu Yue , Yue Fan , Shiwei Lian , Yu Zhao , Jiaxin Yu , Liang Xie , Feitian Zhang

Indoor navigation remains a critical challenge for people with visual impairments. The current solutions mainly rely on infrastructure-based systems, which limit their ability to navigate safely in dynamic environments. We propose a novel…

人工智能 · 计算机科学 2026-05-13 Aydin Ayanzadeh , Tim Oates