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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

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…

计算机视觉与模式识别 · 计算机科学 2022-11-30 Jacob Krantz , Stefan Lee , Jitendra Malik , Dhruv Batra , Devendra Singh Chaplot

Enabling robots to navigate open-world environments via natural language is critical for general-purpose autonomy. Yet, Vision-Language Navigation has relied on end-to-end policies trained on expensive, embodiment-specific robot data. While…

机器人学 · 计算机科学 2026-03-17 Jie Chen , Yuxin Cai , Yizhuo Wang , Ruofei Bai , Yuhong Cao , Jun Li , Yau Wei Yun , Guillaume Sartoretti

As robotics continues to advance, the need for adaptive and continuously-learning embodied agents increases, particularly in the realm of assistance robotics. Quick adaptability and long-term information retention are essential to operate…

计算机视觉与模式识别 · 计算机科学 2024-06-05 Paolo Cudrano , Xiaoyu Luo , Matteo Matteucci

Foundation models have revolutionized robotics by providing rich semantic representations without task-specific training. While many approaches integrate pretrained vision-language models (VLMs) with specialized navigation architectures,…

Embodied navigation (EN) advances traditional navigation by enabling robots to perform complex egocentric tasks through sensing, social, and motion intelligence. In contrast to classic methodologies that rely on explicit localization and…

机器人学 · 计算机科学 2025-08-22 Chaoran Xiong , Yulong Huang , Fangwen Yu , Changhao Chen , Yue Wang , Songpengchen Xia , Ling Pei

PointGoal navigation in indoor environment is a fundamental task for personal robots to navigate to a specified point. Recent studies solved this PointGoal navigation task with near-perfect success rate in photo-realistically simulated…

计算机视觉与模式识别 · 计算机科学 2023-04-04 Yijun Cao , Xianshi Zhang , Fuya Luo , Chuan Lin , Yongjie Li

Optimization-based methods are commonly applied in autonomous driving trajectory planners, which transform the continuous-time trajectory planning problem into a finite nonlinear program with constraints imposed at finite collocation…

机器人学 · 计算机科学 2024-02-09 Bai Li , Youmin Zhang , Tantan Zhang , Tankut Acarman , Yakun Ouyang , Li Li , Hairong Dong , Dongpu Cao

-Navigation through narrow and irregular gaps is an essential skill in autonomous drones for applications such as inspection, search-and-rescue, and disaster response. However, traditional planning and control methods rely on explicit gap…

机器人学 · 计算机科学 2026-04-08 Linzuo Zhang , Yu Hu , Feng Yu , Yang Deng , Wenxian Yu , Danping Zou

Robust obstacle avoidance is one of the critical steps for successful goal-driven indoor navigation tasks.Due to the obstacle missing in the visual image and the possible missed detection issue, visual image-based obstacle avoidance…

计算机视觉与模式识别 · 计算机科学 2023-08-25 Wei Xie , Haobo Jiang , Shuo Gu , Jin Xie

Existing navigation methods are primarily designed for specific robot embodiments, limiting their generalizability across diverse robot platforms. In this paper, we introduce X-Nav, a novel framework for end-to-end cross-embodiment…

机器人学 · 计算机科学 2025-11-27 Haitong Wang , Aaron Hao Tan , Angus Fung , Goldie Nejat

Embodied navigation requires robots to understand and interact with the environment based on given tasks. Vision-Language Navigation (VLN) is an embodied navigation task, where a robot navigates within a previously seen and unseen…

机器人学 · 计算机科学 2024-09-10 Muraleekrishna Gopinathan , Jumana Abu-Khalaf , David Suter , Martin Masek

Reproducible closed-loop evaluation remains a major bottleneck in Embodied AI such as visual navigation. A promising path forward is high-fidelity simulation that combines photorealistic sensor rendering with geometrically grounded…

计算机视觉与模式识别 · 计算机科学 2026-03-30 Xinhao Liu , Jiaqi Li , Youming Deng , Ruxin Chen , Yingjia Zhang , Yifei Ma , Li Guo , Yiming Li , Jing Zhang , Chen Feng

In Vision-and-Language Navigation (VLN), an embodied agent needs to reach a target destination with the only guidance of a natural language instruction. To explore the environment and progress towards the target location, the agent must…

计算机视觉与模式识别 · 计算机科学 2019-09-26 Federico Landi , Lorenzo Baraldi , Massimiliano Corsini , Rita Cucchiara

Learning to navigate to an image-specified goal is an important but challenging task for autonomous systems. The agent is required to reason the goal location from where a picture is shot. Existing methods try to solve this problem by…

计算机视觉与模式识别 · 计算机科学 2023-10-12 Xinyu Sun , Peihao Chen , Jugang Fan , Thomas H. Li , Jian Chen , Mingkui Tan

Intelligent embodied agents (e.g. robots) need to perform complex semantic tasks in unfamiliar environments. Among many skills that the agents need to possess, building and maintaining a semantic map of the environment is most crucial in…

机器人学 · 计算机科学 2025-08-13 Sonia Raychaudhuri , Angel X. Chang

Motion forecasting is crucial in enabling autonomous vehicles to anticipate the future trajectories of surrounding agents. To do so, it requires solving mapping, detection, tracking, and then forecasting problems, in a multi-step pipeline.…

机器人学 · 计算机科学 2024-03-06 Yihong Xu , Loïck Chambon , Éloi Zablocki , Mickaël Chen , Alexandre Alahi , Matthieu Cord , Patrick Pérez

Imagine sitting at your desk, looking at objects on it. You do not know their exact distances from your eye in meters, but you can immediately reach out and touch them. Instead of an externally defined unit, your sense of distance is tied…

机器人学 · 计算机科学 2025-09-16 Levi Burner , Cornelia Fermüller , Yiannis Aloimonos

Indoor navigation is a foundational technology to assist the tracking and localization of humans, autonomous vehicles, drones, and robots in indoor spaces. Due to the lack of penetration of GPS signals in buildings, subterranean locales,…

机器学习 · 计算机科学 2024-08-12 Sudeep Pasricha

This paper presents a framework for training an agent to actively request help in object-goal navigation tasks, with feedback indicating the location of the target object in its field of view. To make the agent more robust in scenarios…

机器学习 · 计算机科学 2023-03-29 Jenny Zhang , Samson Yu , Jiafei Duan , Cheston Tan