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We consider the problem of embodied visual navigation given an image-goal (ImageNav) where an agent is initialized in an unfamiliar environment and tasked with navigating to a location 'described' by an image. Unlike related navigation…

Computer Vision and Pattern Recognition · Computer Science 2022-11-30 Jacob Krantz , Stefan Lee , Jitendra Malik , Dhruv Batra , Devendra Singh Chaplot

Learning to navigate in a visual environment following natural language instructions is a challenging task because natural language instructions are highly variable, ambiguous, and under-specified. In this paper, we present a novel training…

Computation and Language · Computer Science 2020-03-11 Qiaolin Xia , Xiujun Li , Chunyuan Li , Yonatan Bisk , Zhifang Sui , Jianfeng Gao , Yejin Choi , Noah A. Smith

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…

Computer Vision and Pattern Recognition · Computer Science 2024-03-25 Xiaohan Lei , Min Wang , Wengang Zhou , Li Li , Houqiang Li

The ultimate navigation efficiency of mobile robots in human environments will depend on how we will appraise them: merely as impersonal machines or as human-like agents. In the latter case, an agent may take advantage of the cooperative…

Learning robust visuomotor policies for robotic manipulation remains a challenge in real-world settings, where visual distractors can significantly degrade performance and safety. In this work, we propose an effective and scalable…

Skillful mobile operation in three-dimensional environments is a primary topic of study in Artificial Intelligence. The past two years have seen a surge of creative work on navigation. This creative output has produced a plethora of…

Physically rearranging objects is an important capability for embodied agents. Visual room rearrangement evaluates an agent's ability to rearrange objects in a room to a desired goal based solely on visual input. We propose a simple yet…

Computer Vision and Pattern Recognition · Computer Science 2022-08-11 Brandon Trabucco , Gunnar Sigurdsson , Robinson Piramuthu , Gaurav S. Sukhatme , Ruslan Salakhutdinov

The human-agent team, which is a problem in which humans and autonomous agents collaborate to achieve one task, is typical in human-AI collaboration. For effective collaboration, humans want to have an effective plan, but in realistic…

Artificial Intelligence · Computer Science 2021-09-02 Ryo Nakahashi , Seiji Yamada

To navigate a space, the brain makes an internal representation of the environment using different cells such as place cells, grid cells, head direction cells, border cells, and speed cells. All these cells, along with sensory inputs,…

Robotics · Computer Science 2026-04-17 Hibatallah Meliani , Khadija Slimani , Samira Khoulji

Numerous past works have tackled the problem of task-driven navigation. But, how to effectively explore a new environment to enable a variety of down-stream tasks has received much less attention. In this work, we study how agents can…

Robotics · Computer Science 2019-03-06 Tao Chen , Saurabh Gupta , Abhinav Gupta

Predicting the behaviors of other road users is crucial to safe and intelligent decision-making for autonomous vehicles (AVs). However, most motion prediction models ignore the influence of the AV's actions and the planning module has to…

Robotics · Computer Science 2023-02-09 Zhiyu Huang , Haochen Liu , Jingda Wu , Wenhui Huang , Chen Lv

The comprehension of environmental traffic situation largely ensures the driving safety of autonomous vehicles. Recently, the mission has been investigated by plenty of researches, while it is hard to be well addressed due to the limitation…

Computer Vision and Pattern Recognition · Computer Science 2020-01-09 Yanliang Zhu , Deheng Qian , Dongchun Ren , Huaxia Xia

Visual Navigation is a core task in Embodied AI, enabling agents to navigate complex environments toward given objectives. Across diverse settings within Navigation tasks, many necessitate the modelling of sequential data accumulated from…

Artificial Intelligence · Computer Science 2025-06-19 Ruoyu Wang , Xinshu Li , Chen Wang , Lina Yao

Audio-visual navigation task requires an agent to find a sound source in a realistic, unmapped 3D environment by utilizing egocentric audio-visual observations. Existing audio-visual navigation works assume a clean environment that solely…

Sound · Computer Science 2022-02-23 Yinfeng Yu , Wenbing Huang , Fuchun Sun , Changan Chen , Yikai Wang , Xiaohong Liu

Being able to perceive the semantics and the spatial structure of the environment is essential for visual navigation of a household robot. However, most existing works only employ visual backbones pre-trained either with independent images…

Computer Vision and Pattern Recognition · Computer Science 2023-07-25 Yicong Hong , Yang Zhou , Ruiyi Zhang , Franck Dernoncourt , Trung Bui , Stephen Gould , Hao Tan

Based on the fundamental constraints of natural way of interacting such as speech, touch, contextual and environmental awareness,immersive 3D experiences-all with a goal of a computer that can see listen, learn talk and act. We drive a set…

Human-Computer Interaction · Computer Science 2014-05-02 Dr. Manju Kaushik , Rashmi Jain

Moving around in the world is naturally a multisensory experience, but today's embodied agents are deaf---restricted to solely their visual perception of the environment. We introduce audio-visual navigation for complex, acoustically and…

Computer Vision and Pattern Recognition · Computer Science 2020-08-25 Changan Chen , Unnat Jain , Carl Schissler , Sebastia Vicenc Amengual Gari , Ziad Al-Halah , Vamsi Krishna Ithapu , Philip Robinson , Kristen Grauman

Goal-oriented vision-language navigation requires robust exploration capabilities for agents to navigate to specified goals in unknown environments without step-by-step instructions. Existing methods tend to exclusively utilize…

Computer Vision and Pattern Recognition · Computer Science 2026-03-19 Songze Li , Zun Wang , Gengze Zhou , Jialu Li , Xiangyu Zeng , Ziyang Gong , Limin Wang , Yu Qiao , Qi Wu , Mohit Bansal , Yi Wang

Robotic navigation concerns the task in which a robot should be able to find a safe and feasible path and traverse between two points in a complex environment. We approach the problem of robotic navigation using reinforcement learning and…

Robotics · Computer Science 2019-06-18 Muhammad Usama , Dong Eui Chang

Augmented Reality (AR) is transforming the way we interact with virtual information in the physical world. By overlaying digital content in real-world environments, AR enables new forms of immersive and engaging experiences. However,…

Human-Computer Interaction · Computer Science 2025-04-24 Julian Rasch , Florian Müller , Francesco Chiossi