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相关论文: Instance-Specific Image Goal Navigation: Training …

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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

Images are a convenient way to specify which particular object instance an embodied agent should navigate to. Solving this task requires semantic visual reasoning and exploration of unknown environments. We present a system that can perform…

Image-goal navigation aims to steer an agent towards the goal location specified by an image. Most prior methods tackle this task by learning a navigation policy, which extracts visual features of goal and observation images, compares their…

计算机视觉与模式识别 · 计算机科学 2025-02-18 Pengna Li , Kangyi Wu , Jingwen Fu , Sanping Zhou

Object-goal navigation (Object-nav) entails searching, recognizing and navigating to a target object. Object-nav has been extensively studied by the Embodied-AI community, but most solutions are often restricted to considering static…

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

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

In embodied vision, Instance ImageGoal Navigation (IIN) requires an agent to locate a specific object depicted in a goal image within an unexplored environment. The primary challenge of IIN arises from the need to recognize the target…

计算机视觉与模式识别 · 计算机科学 2025-02-05 Xiaohan Lei , Min Wang , Wengang Zhou , Houqiang Li

As a new embodied vision task, Instance ImageGoal Navigation (IIN) aims to navigate to a specified object depicted by a goal image in an unexplored environment. The main challenge of this task lies in identifying the target object from…

计算机视觉与模式识别 · 计算机科学 2024-03-25 Xiaohan Lei , Min Wang , Wengang Zhou , Li Li , Houqiang Li

Most recent work in goal oriented visual navigation resorts to large-scale machine learning in simulated environments. The main challenge lies in learning compact representations generalizable to unseen environments and in learning…

计算机视觉与模式识别 · 计算机科学 2023-09-29 Guillaume Bono , Leonid Antsfeld , Boris Chidlovskii , Philippe Weinzaepfel , Christian Wolf

In the last years, the research interest in visual navigation towards objects in indoor environments has grown significantly. This growth can be attributed to the recent availability of large navigation datasets in photo-realistic simulated…

计算机视觉与模式识别 · 计算机科学 2025-02-20 Luca Barsellotti , Roberto Bigazzi , Marcella Cornia , Lorenzo Baraldi , Rita Cucchiara

ObjectGoal Navigation (ObjectNav) is an embodied task wherein agents are to navigate to an object instance in an unseen environment. Prior works have shown that end-to-end ObjectNav agents that use vanilla visual and recurrent modules, e.g.…

计算机视觉与模式识别 · 计算机科学 2021-08-04 Joel Ye , Dhruv Batra , Abhishek Das , Erik Wijmans

Robots that assist humans in their daily lives should be able to locate specific instances of objects in an environment that match a user's desired objects. This task is known as instance-specific image goal navigation (InstanceImageNav),…

Visual navigation with an image as goal is a fundamental and challenging problem. Conventional methods either rely on end-to-end RL learning or modular-based policy with topological graph or BEV map as memory, which cannot fully model the…

计算机视觉与模式识别 · 计算机科学 2025-08-04 Wenxuan Guo , Xiuwei Xu , Hang Yin , Ziwei Wang , Jianjiang Feng , Jie Zhou , Jiwen Lu

"Embodied visual navigation" problem requires an agent to navigate in a 3D environment mainly rely on its first-person observation. This problem has attracted rising attention in recent years due to its wide application in autonomous…

机器人学 · 计算机科学 2021-10-12 Fengda Zhu , Yi Zhu , Vincent CS Lee , Xiaodan Liang , Xiaojun Chang

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

Semantic navigation requires an agent to navigate toward a specified target in an unseen environment. Employing an imaginative navigation strategy that predicts future scenes before taking action, can empower the agent to find target…

机器人学 · 计算机科学 2025-08-12 Yue Hu , Junzhe Wu , Ruihan Xu , Hang Liu , Avery Xi , Henry X. Liu , Ram Vasudevan , Maani Ghaffari

Object goal navigation (ObjectNav) is a fundamental task in embodied AI, requiring an agent to locate a target object in previously unseen environments. This task is particularly challenging because it requires both perceptual and cognitive…

计算机视觉与模式识别 · 计算机科学 2025-08-29 Yihan Cao , Jiazhao Zhang , Zhinan Yu , Shuzhen Liu , Zheng Qin , Qin Zou , Bo Du , Kai Xu

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

Can the intrinsic relation between an object and the room in which it is usually located help agents in the Visual Navigation Task? We study this question in the context of Object Navigation, a problem in which an agent has to reach an…

计算机视觉与模式识别 · 计算机科学 2020-08-24 Tommaso Campari , Paolo Eccher , Luciano Serafini , Lamberto Ballan

Visual perception and navigation have emerged as major focus areas in the field of embodied artificial intelligence. We consider the task of image-goal navigation, where an agent is tasked to navigate to a goal specified by an image,…

机器人学 · 计算机科学 2024-05-27 Nikhilanj Pelluri
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