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相关论文: ZSON: Zero-Shot Object-Goal Navigation using Multi…

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Object goal visual navigation is a challenging task that aims to guide a robot to find the target object based on its visual observation, and the target is limited to the classes pre-defined in the training stage. However, in real…

计算机视觉与模式识别 · 计算机科学 2023-02-21 Qianfan Zhao , Lu Zhang , Bin He , Hong Qiao , Zhiyong Liu

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 navigation (ObjectNav) requires an agent to navigate through unseen environments to find queried objects. Many previous methods attempted to solve this task by relying on supervised or reinforcement learning, where they are trained…

计算与语言 · 计算机科学 2024-03-26 Yuxuan Kuang , Hai Lin , Meng Jiang

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

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

With the rise of automation, unmanned vehicles became a hot topic both as commercial products and as a scientific research topic. It composes a multi-disciplinary field of robotics that encompasses embedded systems, control theory, path…

计算机视觉与模式识别 · 计算机科学 2021-06-23 Daniel V. Ruiz , Eduardo Todt

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

In this paper, we present LOC-ZSON, a novel Language-driven Object-Centric image representation for object navigation task within complex scenes. We propose an object-centric image representation and corresponding losses for visual-language…

计算机视觉与模式识别 · 计算机科学 2024-05-10 Tianrui Guan , Yurou Yang , Harry Cheng , Muyuan Lin , Richard Kim , Rajasimman Madhivanan , Arnie Sen , Dinesh Manocha

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

Object goal navigation is an important problem in Embodied AI that involves guiding the agent to navigate to an instance of the object category in an unknown environment -- typically an indoor scene. Unfortunately, current state-of-the-art…

计算机视觉与模式识别 · 计算机科学 2023-05-29 Junting Chen , Guohao Li , Suryansh Kumar , Bernard Ghanem , Fisher Yu

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

We present LGX (Language-guided Exploration), a novel algorithm for Language-Driven Zero-Shot Object Goal Navigation (L-ZSON), where an embodied agent navigates to a uniquely described target object in a previously unseen environment. Our…

机器人学 · 计算机科学 2024-04-16 Vishnu Sashank Dorbala , James F. Mullen , Dinesh Manocha

We revisit the problem of Object-Goal Navigation (ObjectNav). In its simplest form, ObjectNav is defined as the task of navigating to an object, specified by its label, in an unexplored environment. In particular, the agent is initialized…

计算机视觉与模式识别 · 计算机科学 2020-09-01 Dhruv Batra , Aaron Gokaslan , Aniruddha Kembhavi , Oleksandr Maksymets , Roozbeh Mottaghi , Manolis Savva , Alexander Toshev , Erik Wijmans

Object-goal navigation is a crucial engineering task for the community of embodied navigation; it involves navigating to an instance of a specified object category within unseen environments. Although extensive investigations have been…

机器人学 · 计算机科学 2025-03-20 Leyuan Sun , Asako Kanezaki , Guillaume Caron , Yusuke Yoshiyasu

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

Object goal navigation (ObjectNav) in unseen environments is a fundamental task for Embodied AI. Agents in existing works learn ObjectNav policies based on 2D maps, scene graphs, or image sequences. Considering this task happens in 3D…

机器人学 · 计算机科学 2023-04-03 Jiazhao Zhang , Liu Dai , Fanpeng Meng , Qingnan Fan , Xuelin Chen , Kai Xu , He Wang

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

Home-assistant robots have been a long-standing research topic, and one of the biggest challenges is searching for required objects in housing environments. Previous object-goal navigation requires the robot to search for a target object…

机器人学 · 计算机科学 2023-03-14 Hongyi Chen , Ruinian Xu , Shuo Cheng , Patricio A. Vela , Danfei Xu

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
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