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Despite remarkable progress in Vision--Language--Action (VLA) models, a central bottleneck remains underexamined: the data infrastructure that underlies embodied learning. In this survey, we argue that future advances in VLA will depend…

机器人学 · 计算机科学 2026-04-28 Ziyao Wang , Bingying Wang , Hanrong Zhang , Tingting Du , Tianyang Chen , Guoheng Sun , Yexiao He , Zheyu Shen , Wanghao Ye , Ang Li

Joint video-language learning has received increasing attention in recent years. However, existing works mainly focus on single or multiple trimmed video clips (events), which makes human-annotated event boundaries necessary during…

计算机视觉与模式识别 · 计算机科学 2023-05-18 Teng Wang , Jinrui Zhang , Feng Zheng , Wenhao Jiang , Ran Cheng , Ping Luo

Text-to-video (T2V) generation has made tremendous progress in generating complicated scenes based on texts. However, human-object interaction (HOI) often cannot be precisely generated by current T2V models due to the lack of large-scale…

计算机视觉与模式识别 · 计算机科学 2025-04-01 Kun Liu , Qi Liu , Xinchen Liu , Jie Li , Yongdong Zhang , Jiebo Luo , Xiaodong He , Wu Liu

Remote sensing change understanding (RSCU) is essential for analyzing remote sensing images and understanding how human activities affect the environment. However, existing datasets lack deep understanding and interactions in the diverse…

计算机视觉与模式识别 · 计算机科学 2026-01-01 Junxiao Xue , Quan Deng , Xuecheng Wu , Kelu Yao , Xinyi Yin , Fei Yu , Wei Zhou , Yanfei Zhong , Yang Liu , Dingkang Yang

Graphical user interface (GUI) grounding, the process of mapping human instructions to GUI actions, serves as a fundamental basis to autonomous GUI agents. While existing grounding models achieve promising performance to simulate the mouse…

人机交互 · 计算机科学 2026-01-13 Zeyi Liao , Yadong Lu , Boyu Gou , Huan Sun , Ahmed Awadallah

In recent years, we have seen an emergence of data-driven approaches in robotics. However, most existing efforts and datasets are either in simulation or focus on a single task in isolation such as grasping, pushing or poking. In order to…

机器人学 · 计算机科学 2018-10-17 Pratyusha Sharma , Lekha Mohan , Lerrel Pinto , Abhinav Gupta

Real-world infrared imagery presents unique challenges for vision-language models due to the scarcity of aligned text data and domain-specific characteristics. Although existing methods have advanced the field, their reliance on synthetic…

计算机视觉与模式识别 · 计算机科学 2025-07-22 Zhe Cao , Jin Zhang , Ruiheng Zhang

In this work, we study Human-Object Interaction Video Generation (HOIVG), which aims to synthesize high-quality human-object interaction videos conditioned on text, reference images, audio, and pose. This task holds significant practical…

计算机视觉与模式识别 · 计算机科学 2026-04-20 Donghao Zhou , Guisheng Liu , Hao Yang , Jiatong Li , Jingyu Lin , Xiaohu Huang , Yichen Liu , Xin Gao , Cunjian Chen , Shilei Wen , Chi-Wing Fu , Pheng-Ann Heng

The rise of generalist robotic policies has created an exponential demand for large-scale training data. However, on-robot data collection is labor-intensive and often limited to specific environments. In contrast, open-world images capture…

The integration of large language models (LLMs) into conversational robots has made human-robot conversations more dynamic. Yet, LLM-powered conversational robots remain prone to errors, e.g., misunderstanding user intent, prematurely…

To achieve natural and intuitive interaction with people, HRI frameworks combine a wide array of methods for human perception, intention communication, human-aware navigation and collaborative action. In practice, when encountering…

机器人学 · 计算机科学 2025-01-22 Tim Schreiter , Jens V. Rüppel , Rishi Hazra , Andrey Rudenko , Martin Magnusson , Achim J. Lilienthal

Visual grounding is the task of localising image regions from natural language queries and is critical for reasoning capable Graphical User Interface agents. Many existing methods rely on massive, noisy synthetic datasets. This work…

人工智能 · 计算机科学 2025-11-17 Georgios Pantazopoulos , Eda B. Özyiğit

Progress in embodied intelligence increasingly depends on scalable data infrastructure. While vision and language have scaled with internet corpora, learning physical interaction remains constrained by the lack of large, diverse, and richly…

计算机视觉与模式识别 · 计算机科学 2026-05-11 Yufan Deng , Daquan Zhou

Aiming to link natural language descriptions to specific regions in a 3D scene represented as 3D point clouds, 3D visual grounding is a very fundamental task for human-robot interaction. The recognition errors can significantly impact the…

计算机视觉与模式识别 · 计算机科学 2023-03-24 Ziyang Lu , Yunqiang Pei , Guoqing Wang , Yang Yang , Zheng Wang , Heng Tao Shen

Picking up objects requested by a human user is a common task in human-robot interaction. When multiple objects match the user's verbal description, the robot needs to clarify which object the user is referring to before executing the…

Textual grounding, i.e., linking words to objects in images, is a challenging but important task for robotics and human-computer interaction. Existing techniques benefit from recent progress in deep learning and generally formulate the task…

计算机视觉与模式识别 · 计算机科学 2018-03-30 Raymond A. Yeh , Minh N. Do , Alexander G. Schwing

Harnessing human movements to command an Unmanned Aerial Vehicle (UAV) holds the potential to revolutionize their deployment, rendering it more intuitive and user-centric. In this research, we introduce a novel methodology adept at…

机器人学 · 计算机科学 2024-08-20 Akash Chaudhary , Tiago Nascimento , Martin Saska

As large language models (LLMs) evolve into autonomous agents capable of acting in open-ended environments, ensuring behavioral alignment with human values becomes a critical safety concern. Existing benchmarks, focused on static,…

计算与语言 · 计算机科学 2026-03-10 Weixiang Zhao , Haozhen Li , Yanyan Zhao , xuda zhi , Yongbo Huang , Hao He , Bing Qin , Ting Liu

When instructing robots, users want to flexibly express constraints, refer to arbitrary landmarks, and verify robot behavior, while robots must disambiguate instructions into specifications and ground instruction referents in the real…

机器人学 · 计算机科学 2025-04-01 Benedict Quartey , Eric Rosen , Stefanie Tellex , George Konidaris

Imagine observing someone scratching their arm; to understand why, additional context would be necessary. However, spotting a mosquito nearby would immediately offer a likely explanation for the person's discomfort, thereby alleviating the…

计算机视觉与模式识别 · 计算机科学 2024-11-26 Nitzan Bitton-Guetta , Aviv Slobodkin , Aviya Maimon , Eliya Habba , Royi Rassin , Yonatan Bitton , Idan Szpektor , Amir Globerson , Yuval Elovici
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