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Vision-and-Language Navigation in Continuous Environments (VLN-CE) is one of the most intuitive yet challenging embodied AI tasks. Agents are tasked to navigate towards a target goal by executing a set of low-level actions, following a…

The task of vision-and-language navigation in continuous environments (VLN-CE) aims at training an autonomous agent to perform low-level actions to navigate through 3D continuous surroundings using visual observations and language…

机器人学 · 计算机科学 2024-12-30 Lu Yue , Dongliang Zhou , Liang Xie , Feitian Zhang , Ye Yan , Erwei Yin

We present Vision-based Navigation with Language-based Assistance (VNLA), a grounded vision-language task where an agent with visual perception is guided via language to find objects in photorealistic indoor environments. The task emulates…

机器学习 · 计算机科学 2019-04-09 Khanh Nguyen , Debadeepta Dey , Chris Brockett , Bill Dolan

In most existing embodied navigation tasks, instructions are well-defined and unambiguous, such as instruction following and object searching. Under this idealized setting, agents are required solely to produce effective navigation outputs…

机器人学 · 计算机科学 2026-01-26 Wensi Huang , Shaohao Zhu , Meng Wei , Jinming Xu , Xihui Liu , Hanqing Wang , Tai Wang , Feng Zhao , Jiangmiao Pang

The Vision-and-Language Navigation (VLN) task entails an agent following navigational instruction in photo-realistic unknown environments. This challenging task demands that the agent be aware of which instruction was completed, which…

人工智能 · 计算机科学 2019-01-11 Chih-Yao Ma , Jiasen Lu , Zuxuan Wu , Ghassan AlRegib , Zsolt Kira , Richard Socher , Caiming Xiong

Vision-and-language navigation (VLN) is a multimodal task where an agent follows natural language instructions and navigates in visual environments. Multiple setups have been proposed, and researchers apply new model architectures or…

计算机视觉与模式识别 · 计算机科学 2022-05-05 Wanrong Zhu , Yuankai Qi , Pradyumna Narayana , Kazoo Sone , Sugato Basu , Xin Eric Wang , Qi Wu , Miguel Eckstein , William Yang Wang

The existing methods for Vision and Language Navigation in the Continuous Environment (VLN-CE) commonly incorporate a waypoint predictor to discretize the environment. This simplifies the navigation actions into a view selection task and…

计算机视觉与模式识别 · 计算机科学 2024-08-21 Yue Zhang , Parisa Kordjamshidi

The emerging vision-and-language navigation (VLN) problem aims at learning to navigate an agent to the target location in unseen photo-realistic environments according to the given language instruction. The main challenges of VLN arise…

计算机视觉与模式识别 · 计算机科学 2020-11-24 Weixia Zhang , Chao Ma , Qi Wu , Xiaokang Yang

Vision-language navigation (VLN) is the task of entailing an agent to carry out navigational instructions inside photo-realistic environments. One of the key challenges in VLN is how to conduct a robust navigation by mitigating the…

计算机视觉与模式识别 · 计算机科学 2020-08-21 Hanqing Wang , Wenguan Wang , Tianmin Shu , Wei Liang , Jianbing Shen

Vision-and-Language Navigation (VLN) is a natural language grounding task where an agent learns to follow language instructions and navigate to specified destinations in real-world environments. A key challenge is to recognize and stop at…

计算机视觉与模式识别 · 计算机科学 2020-10-20 Jiannan Xiang , Xin Eric Wang , William Yang Wang

Vision-and-Language Navigation (VLN) is a task to guide an embodied agent moving to a target position using language instructions. Despite the significant performance improvement, the wide use of fine-grained instructions fails to…

计算机视觉与模式识别 · 计算机科学 2022-10-19 Weixi Feng , Tsu-Jui Fu , Yujie Lu , William Yang Wang

In the Vision-and-Language Navigation (VLN) task an embodied agent navigates a 3D environment, following natural language instructions. A challenge in this task is how to handle 'off the path' scenarios where an agent veers from a reference…

计算机视觉与模式识别 · 计算机科学 2021-10-01 Sonia Raychaudhuri , Saim Wani , Shivansh Patel , Unnat Jain , Angel X. Chang

Language models are exhibiting increasing capability in knowledge utilization and reasoning. However, when applied as agents in embodied environments, they often suffer from misalignment between their intrinsic knowledge and environmental…

计算与语言 · 计算机科学 2024-10-01 Hanlin Wang , Chak Tou Leong , Jian Wang , Wenjie Li

Vision language navigation is the task that requires an agent to navigate through a 3D environment based on natural language instructions. One key challenge in this task is to ground instructions with the current visual information that the…

计算与语言 · 计算机科学 2021-04-21 Jialu Li , Hao Tan , Mohit Bansal

Vision-Language Navigation (VLN) requires the agent to follow language instructions to reach a target position. A key factor for successful navigation is to align the landmarks implied in the instruction with diverse visual observations.…

计算机视觉与模式识别 · 计算机科学 2024-06-06 Bingqian Lin , Yunshuang Nie , Ziming Wei , Yi Zhu , Hang Xu , Shikui Ma , Jianzhuang Liu , Xiaodan Liang

Vision-and-Language Navigation in Continuous Environments (VLN-CE) is a navigation task that requires an agent to follow a language instruction in a realistic environment. The understanding of environments is a crucial part of the VLN-CE…

计算机视觉与模式识别 · 计算机科学 2023-01-12 Ting Wang , Zongkai Wu , Feiyu Yao , Donglin Wang

Vision-Language Navigation (VLN) tasks require an agent to follow human language instructions to navigate in previously unseen environments. This challenging field involving problems in natural language processing, computer vision,…

计算机视觉与模式识别 · 计算机科学 2022-04-05 Wansen Wu , Tao Chang , Xinmeng Li

Vision-and-Language Navigation (VLN) tasks mainly evaluate agents based on one-time execution of individual instructions across multiple environments, aiming to develop agents capable of functioning in any environment in a zero-shot manner.…

计算机视觉与模式识别 · 计算机科学 2025-01-30 Haodong Hong , Yanyuan Qiao , Sen Wang , Jiajun Liu , Qi Wu

Vision-Language Navigation in Continuous Environments (VLNCE), where an agent follows instructions and moves freely to reach a destination, is a key research problem in embodied AI. However, most existing approaches are sensitive to…

计算机视觉与模式识别 · 计算机科学 2026-02-23 Josh Qixuan Sun , Huaiyuan Weng , Xiaoying Xing , Chul Min Yeum , Mark Crowley

Recent work in Vision-and-Language Navigation (VLN) has presented two environmental paradigms with differing realism -- the standard VLN setting built on topological environments where navigation is abstracted away, and the VLN-CE setting…

计算机视觉与模式识别 · 计算机科学 2022-04-26 Jacob Krantz , Stefan Lee
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