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Navigating unfamiliar environments presents significant challenges for household robots, requiring the ability to recognize and reason about novel decoration and layout. Existing reinforcement learning methods cannot be directly transferred…

机器人学 · 计算机科学 2025-02-20 Yiran Qin , Ao Sun , Yuze Hong , Benyou Wang , Ruimao Zhang

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 large-scale outdoor environments faces many challenges; we specifically address a coupled one: long-range targets that reduce to tiny projections and intermittent visibility due to partial or complete…

机器人学 · 计算机科学 2025-09-18 Tianle Zeng , Jianwei Peng , Hanjing Ye , Guangcheng Chen , Senzi Luo , Hong Zhang

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

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

Zero-shot Object Navigation (ZSON) has shown promise for open-vocabulary target search in unseen environments, yet most existing systems remain tied to planar representations and single-floor assumptions. These assumptions become inadequate…

机器人学 · 计算机科学 2026-05-20 Han Zheng , Zhe Chen , Yudong Huang , Haoran Liu , Jinghao Wang , Ming Yang , Tong Qin

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

We present a scalable approach for learning open-world object-goal navigation (ObjectNav) -- the task of asking a virtual robot (agent) to find any instance of an object in an unexplored environment (e.g., "find a sink"). Our approach is…

计算机视觉与模式识别 · 计算机科学 2023-10-16 Arjun Majumdar , Gunjan Aggarwal , Bhavika Devnani , Judy Hoffman , Dhruv Batra

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

The zero-shot object navigation (ZSON) in unknown open-ended environments coupled with semantically novel target often suffers from the significant decline in performance due to the neglect of high-dimensional implicit scene information and…

机器人学 · 计算机科学 2025-06-09 Chongshang Yan , Jiaxuan He , Delun Li , Yi Yang , Wenjie Song

Robots should exist anywhere humans do: indoors, outdoors, and even unmapped environments. In contrast, the focus of recent advancements in Object Goal Navigation(OGN) has targeted navigating in indoor environments by leveraging spatial and…

机器人学 · 计算机科学 2024-10-03 Quanting Xie , Tianyi Zhang , Kedi Xu , Matthew Johnson-Roberson , Yonatan Bisk

Zero-Shot Object Navigation (ZSON) requires agents to navigate to objects specified via open-ended natural language without predefined categories or prior environmental knowledge. While recent methods leverage foundation models or…

机器人学 · 计算机科学 2025-09-19 Ruimeng Liu , Xinhang Xu , Shenghai Yuan , Lihua Xie

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

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

Navigating toward specific objects in unknown environments without additional training, known as Zero-Shot object navigation, poses a significant challenge in the field of robotics, which demands high levels of auxiliary information and…

机器人学 · 计算机科学 2024-03-25 Lingfeng Zhang , Qiang Zhang , Hao Wang , Erjia Xiao , Zixuan Jiang , Honglei Chen , Renjing Xu

Object goal navigation is a fundamental task in embodied AI, where an agent is instructed to locate a target object in an unexplored environment. Traditional learning-based methods rely heavily on large-scale annotated data or require…

机器人学 · 计算机科学 2025-06-05 Arnab Debnath , Gregory J. Stein , Jana Kosecka

Object Goal Navigation (ObjectNav) task is to navigate an agent to an object category in unseen environments without a pre-built map. In this paper, we solve this task by predicting the distance to the target using semantically-related…

机器人学 · 计算机科学 2022-07-14 Minzhao Zhu , Binglei Zhao , Tao Kong

Quadrotors hold significant promise for several applications such as agriculture, search and rescue, and infrastructure inspection. Achieving autonomous operation requires systems to navigate safely through complex and unfamiliar…

机器人学 · 计算机科学 2025-10-07 Jeffrey Mao , Raghuram Cauligi Srinivas , Steven Nogar , Giuseppe Loianno

Object navigation is crucial for robots, but traditional methods require substantial training data and cannot be generalized to unknown environments. Zero-shot object navigation (ZSON) aims to address this challenge, allowing robots to…

机器人学 · 计算机科学 2024-10-25 Congcong Wen , Yisiyuan Huang , Hao Huang , Yanjia Huang , Shuaihang Yuan , Yu Hao , Hui Lin , Yu-Shen Liu , Yi Fang

The deployment of autonomous service robots in human-centric environments is hindered by a critical gap in perception and planning. Traditional navigation systems rely on expensive LiDARs that, while geometrically precise, are semantically…

机器人学 · 计算机科学 2025-11-11 Praveen Kumar , Tushar Sandhan
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