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ViVa-SAFELAND is an open source software library, aimed to test and evaluate vision-based navigation strategies for aerial vehicles, with special interest in autonomous landing, while complying with legal regulations and people's safety. It…

机器人学 · 计算机科学 2025-03-20 Miguel S. Soriano-García , Diego A. Mercado-Ravell

Understanding and following natural language instructions while navigating through complex, real-world environments poses a significant challenge for general-purpose robots. These environments often include obstacles and pedestrians, making…

计算机视觉与模式识别 · 计算机科学 2024-03-15 Xiwen Liang , Liang Ma , Shanshan Guo , Jianhua Han , Hang Xu , Shikui Ma , Xiaodan Liang

Vision-language navigation (VLN) requires an agent to navigate through an 3D environment based on visual observations and natural language instructions. It is clear that the pivotal factor for successful navigation lies in the comprehensive…

计算机视觉与模式识别 · 计算机科学 2024-03-22 Rui Liu , Wenguan Wang , Yi Yang

Vision-and-Language Navigation (VLN) poses significant challenges for agents to interpret natural language instructions and navigate complex 3D environments. While recent progress has been driven by large-scale pre-training and data…

人工智能 · 计算机科学 2026-05-14 Tianyi Ma , Yue Zhang , Zehao Wang , Parisa Kordjamshidi

Navigation is one of the fundamental tasks for automated exploration in Virtual Reality (VR). Existing technologies primarily focus on path optimization in 360-degree image datasets and 3D simulators, which cannot be directly applied to…

软件工程 · 计算机科学 2026-01-07 Xue Qin , Matthew DiGiovanni

Vision-Language Models (VLMs), leveraging their powerful visual perception and reasoning capabilities, have been widely applied in Unmanned Aerial Vehicle (UAV) tasks. However, the spatial intelligence capabilities of existing VLMs in UAV…

计算机视觉与模式识别 · 计算机科学 2025-11-18 Lingfeng Zhang , Yuchen Zhang , Hongsheng Li , Haoxiang Fu , Yingbo Tang , Hangjun Ye , Long Chen , Xiaojun Liang , Xiaoshuai Hao , Wenbo Ding

We present DeepSeek-VL, an open-source Vision-Language (VL) Model designed for real-world vision and language understanding applications. Our approach is structured around three key dimensions: We strive to ensure our data is diverse,…

Navigating in unseen environments is crucial for mobile robots. Enhancing them with the ability to follow instructions in natural language will further improve navigation efficiency in unseen cases. However, state-of-the-art (SOTA)…

机器人学 · 计算机科学 2023-10-18 Chengguang Xu , Hieu T. Nguyen , Christopher Amato , Lawson L. S. Wong

Virtual photography asks an agent to enter a prepared 3D scene with no preselected camera pose or reference image, infer a suitable shot from scene information and a language intent, choose executable camera parameters, and render the final…

计算机视觉与模式识别 · 计算机科学 2026-05-25 Jiarui Guo , Haojia Wei , Yiming Zhang , Yifei Liu , Yuning Gong , Hongjie Zhang , Xue Yang , Zhihang Zhong

Recent advances in Iterative Vision-and-Language Navigation (IVLN) introduce a more meaningful and practical paradigm of VLN by maintaining the agent's memory across tours of scenes. Although the long-term memory aligns better with the…

计算机视觉与模式识别 · 计算机科学 2024-03-27 Ganlong Zhao , Guanbin Li , Weikai Chen , Yizhou Yu

Vision-and-Language Navigation (VLN) tasks agents with locating specific objects in unseen environments using natural language instructions and visual cues. Many existing VLN approaches typically follow an 'observe-and-reason' schema, that…

机器人学 · 计算机科学 2026-02-04 Yanjia Huang , Mingyang Wu , Renjie Li , Zhengzhong Tu

Learning to navigate in a visual environment following natural-language instructions is a challenging task, because the multimodal inputs to the agent are highly variable, and the training data on a new task is often limited. In this paper,…

计算机视觉与模式识别 · 计算机科学 2020-04-07 Weituo Hao , Chunyuan Li , Xiujun Li , Lawrence Carin , Jianfeng Gao

Vision-and-Language Navigation (VLN) is a challenging task that requires a robot to navigate in photo-realistic environments with human natural language promptings. Recent studies aim to handle this task by constructing the semantic spatial…

计算机视觉与模式识别 · 计算机科学 2024-03-29 Jiacui Huang , Hongtao Zhang , Mingbo Zhao , Zhou Wu

Object Goal Navigation (ObjectNav) challenges robots to find objects in unseen environments, demanding sophisticated reasoning. While Vision-Language Models (VLMs) show potential, current ObjectNav methods often employ them superficially,…

机器人学 · 计算机科学 2025-06-23 Mobin Habibpour , Fatemeh Afghah

Search engines enable the retrieval of unknown information with texts. However, traditional methods fall short when it comes to understanding unfamiliar visual content, such as identifying an object that the model has never seen before.…

计算机视觉与模式识别 · 计算机科学 2024-10-29 Zhixin Zhang , Yiyuan Zhang , Xiaohan Ding , Xiangyu Yue

Humans can collaborate and complete tasks based on visual signals and instruction from the environment. Training such a robot is difficult especially due to the understanding of the instruction and the complicated environment. Previous…

人工智能 · 计算机科学 2023-05-12 Kairui Zhou

An emerging paradigm in vision-and-language navigation (VLN) is the use of history-aware multi-modal transformer models. Given a language instruction, these models process observation and navigation history to predict the most appropriate…

计算机视觉与模式识别 · 计算机科学 2025-08-14 Dongwoo Kang , Akhil Perincherry , Zachary Coalson , Aiden Gabriel , Stefan Lee , Sanghyun Hong

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) suffers from the limited diversity and scale of training data, primarily constrained by the manual curation of existing simulators. To address this, we introduce RoomTour3D, a video-instruction dataset…

计算机视觉与模式识别 · 计算机科学 2025-03-20 Mingfei Han , Liang Ma , Kamila Zhumakhanova , Ekaterina Radionova , Jingyi Zhang , Xiaojun Chang , Xiaodan Liang , Ivan Laptev

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