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相关论文: AVLEN: Audio-Visual-Language Embodied Navigation i…

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To cooperate with humans effectively, virtual agents need to be able to understand and execute language instructions. A typical setup to achieve this is with a scripted teacher which guides a virtual agent using language instructions.…

计算与语言 · 计算机科学 2019-08-15 Mathijs Mul , Diane Bouchacourt , Elia Bruni

Vision-and-Language Navigation (VLN) is an essential skill for embodied agents, allowing them to navigate in 3D environments following natural language instructions. High-performance navigation models require a large amount of training…

人工智能 · 计算机科学 2025-03-10 Zihan Wang , Yaohui Zhu , Gim Hee Lee , Yachun Fan

In Vision-and-Language Navigation (VLN), an agent needs to navigate through the environment based on natural language instructions. Due to limited available data for agent training and finite diversity in navigation environments, it is…

计算机视觉与模式识别 · 计算机科学 2022-03-30 Jialu Li , Hao Tan , Mohit Bansal

Embodied artificial intelligence (Embodied AI) plays a pivotal role in the application of advanced technologies in the intelligent era, where AI systems are integrated with physical bodies that enable them to perceive, reason, and interact…

人工智能 · 计算机科学 2025-06-24 Zhaohan Feng , Ruiqi Xue , Lei Yuan , Yang Yu , Ning Ding , Meiqin Liu , Bingzhao Gao , Jian Sun , Xinhu Zheng , Gang Wang

Language-guided Embodied AI benchmarks requiring an agent to navigate an environment and manipulate objects typically allow one-way communication: the human user gives a natural language command to the agent, and the agent can only follow…

人工智能 · 计算机科学 2022-08-17 Xiaofeng Gao , Qiaozi Gao , Ran Gong , Kaixiang Lin , Govind Thattai , Gaurav S. Sukhatme

The task of Visual Object Navigation (VON) involves an agent's ability to locate a particular object within a given scene. In order to successfully accomplish the VON task, two essential conditions must be fulfilled:1) the user must know…

机器人学 · 计算机科学 2023-11-07 Hongcheng Wang , Andy Guan Hong Chen , Xiaoqi Li , Mingdong Wu , Hao Dong

Recent work on audio-visual navigation assumes a constantly-sounding target and restricts the role of audio to signaling the target's position. We introduce semantic audio-visual navigation, where objects in the environment make sounds…

计算机视觉与模式识别 · 计算机科学 2021-04-08 Changan Chen , Ziad Al-Halah , Kristen Grauman

We propose a light-weight, self-supervised adaptation for a visual navigation agent to generalize to unseen environment. Given an embodied agent trained in a noiseless environment, our objective is to transfer the agent to a noisy…

计算机视觉与模式识别 · 计算机科学 2021-10-15 Eun Sun Lee , Junho Kim , Young Min Kim

Current methods for learning visually grounded language from videos often rely on text annotation, such as human generated captions or machine generated automatic speech recognition (ASR) transcripts. In this work, we introduce the…

We study language-conditioned visual navigation (LCVN), in which an embodied agent is asked to follow a natural language instruction based only on an initial egocentric observation. Without access to goal images, the agent must rely on…

计算机视觉与模式识别 · 计算机科学 2026-03-31 Yifei Dong , Fengyi Wu , Yilong Dai , Lingdong Kong , Guangyu Chen , Xu Zhu , Qiyu Hu , Tianyu Wang , Johnalbert Garnica , Feng Liu , Siyu Huang , Qi Dai , Zhi-Qi Cheng

Embodied navigation is a fundamental capability of embodied intelligence, enabling robots to move and interact within physical environments. However, existing navigation tasks primarily focus on predefined object navigation or instruction…

Vision-and-language navigation (VLN) tasks require agents to navigate three-dimensional environments guided by natural language instructions, offering substantial potential for diverse applications. However, the scarcity of training data…

计算机视觉与模式识别 · 计算机科学 2025-03-14 Sen Wang , Dongliang Zhou , Liang Xie , Chao Xu , Ye Yan , Erwei Yin

The field of multimodal robot navigation in indoor environments has garnered significant attention in recent years. However, as tasks and methods become more advanced, the action decision systems tend to become more complex and operate as…

计算机视觉与模式识别 · 计算机科学 2025-10-28 Haru Kondoh , Asako Kanezaki

Although LLMs demonstrate proficiency in several text-based reasoning and planning tasks, their implementation in robotics control is constrained by significant deficiencies: (1) LLM agents are designed to work mainly with textual inputs…

人工智能 · 计算机科学 2025-10-17 Shuang Ao , Flora D. Salim , Simon Khan

The ability to converse with humans and follow natural language commands is crucial for intelligent unmanned aerial vehicles (a.k.a. drones). It can relieve people's burden of holding a controller all the time, allow multitasking, and make…

计算机视觉与模式识别 · 计算机科学 2023-06-02 Yue Fan , Winson Chen , Tongzhou Jiang , Chun Zhou , Yi Zhang , Xin Eric Wang

Vision Language Action (VLA) models promise an open-vocabulary interface that can translate perceptual ambiguity into semantically grounded driving decisions, yet they still treat language as a static prior fixed at inference time. As a…

音频与语音处理 · 电气工程与系统科学 2026-01-30 Ziang Guo , Feng Yang , Xuefeng Zhang , Jiaqi Guo , Kun Zhao , Yixiao Zhou , Peng Lu , Sifa Zheng , Zufeng Zhang

Vision-Language Navigation (VLN) is a core challenge in embodied AI, requiring agents to navigate real-world environments using natural language instructions. Current language model-based navigation systems operate on discrete topological…

计算机视觉与模式识别 · 计算机科学 2025-06-26 Zhangyang Qi , Zhixiong Zhang , Yizhou Yu , Jiaqi Wang , Hengshuang Zhao

Communication between embodied AI agents has received increasing attention in recent years. Despite its use, it is still unclear whether the learned communication is interpretable and grounded in perception. To study the grounding of…

计算机视觉与模式识别 · 计算机科学 2021-10-13 Shivansh Patel , Saim Wani , Unnat Jain , Alexander Schwing , Svetlana Lazebnik , Manolis Savva , Angel X. Chang

Mobile agents that can leverage help from humans can potentially accomplish more complex tasks than they could entirely on their own. We develop "Help, Anna!" (HANNA), an interactive photo-realistic simulator in which an agent fulfills…

人机交互 · 计算机科学 2019-11-25 Khanh Nguyen , Hal Daumé

Vision-and-Language Navigation (VLN) requires the agent to follow language instructions to navigate through 3D environments. One main challenge in VLN is the limited availability of photorealistic training environments, which makes it hard…

计算机视觉与模式识别 · 计算机科学 2023-05-31 Jialu Li , Mohit Bansal