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TEXTOIR is the first integrated and visualized platform for text open intent recognition. It is composed of two main modules: open intent detection and open intent discovery. Each module integrates most of the state-of-the-art algorithms…

Computation and Language · Computer Science 2022-07-12 Hanlei Zhang , Xiaoteng Li , Hua Xu , Panpan Zhang , Kang Zhao , Kai Gao

Existing object navigation benchmarks usually tell an embodied agent which object category to find, such as microwave or chair. Human-facing embodied AI is often asked something less direct: "I need something to warm this food" or "the room…

Computer Vision and Pattern Recognition · Computer Science 2026-05-25 Lin Qian , Shijie Li , Sihao Lin , Xuan Zhang , Bangya Liu , Yanran Li , Hujun Yin

With the substantial growth of logistics businesses the need for larger and more automated warehouses increases, thus giving rise to fully robotized shop-floors with mobile robots in charge of transporting and distributing goods. However,…

A promising effective human-robot interaction in assistive robotic systems is gaze-based control. However, current gaze-based assistive systems mainly help users with basic grasping actions, offering limited support. Moreover, the…

Robotics · Computer Science 2025-08-20 Zejia Zhang , Bo Yang , Xinxing Chen , Weizhuang Shi , Haoyuan Wang , Wei Luo , Jian Huang

Trajectory prediction is one of the key capabilities for robots to safely navigate and interact with pedestrians. Critical insights from human intention and behavioral patterns need to be integrated to effectively forecast long-term…

Robotics · Computer Science 2021-06-22 Zhe Huang , Aamir Hasan , Kazuki Shin , Ruohua Li , Katherine Driggs-Campbell

We propose Int3DNet, a scene-aware network that predicts 3D intention areas directly from scene geometry and head-hand motion cues, enabling robust human intention prediction without explicit object-level perception. In Mixed Reality (MR),…

Computer Vision and Pattern Recognition · Computer Science 2026-03-17 Taewook Ha , Woojin Cho , Dooyoung Kim , Woontack Woo

We apply decision theoretic techniques to construct non-player characters that are able to assist a human player in collaborative games. The method is based on solving Markov decision processes, which can be difficult when the game state is…

Artificial Intelligence · Computer Science 2012-06-27 Truong-Huy Dinh Nguyen , David Hsu , Wee-Sun Lee , Tze-Yun Leong , Leslie Pack Kaelbling , Tomas Lozano-Perez , Andrew Haydn Grant

Human mobility prediction is essential for applications like urban planning and transportation management, yet it remains challenging due to the complex, often implicit, intentions behind human behavior. Existing models predominantly focus…

Computation and Language · Computer Science 2024-08-26 Songwei Li , Jie Feng , Jiawei Chi , Xinyuan Hu , Xiaomeng Zhao , Fengli Xu

Multimodal intent recognition is a significant task for understanding human language in real-world multimodal scenes. Most existing intent recognition methods have limitations in leveraging the multimodal information due to the restrictions…

Artificial Intelligence · Computer Science 2023-02-09 Hanlei Zhang , Hua Xu , Xin Wang , Qianrui Zhou , Shaojie Zhao , Jiayan Teng

Identifying underlying user goals and intents has been recognized as valuable in various personalization-oriented settings, such as personalized agents, improved search responses, advertising, user analytics, and more. In this paper, we…

Computation and Language · Computer Science 2025-03-04 Omri Berkovitch , Sapir Caduri , Noam Kahlon , Anatoly Efros , Avi Caciularu , Ido Dagan

Vulnerable road users (VRUs, i.e. cyclists and pedestrians) will play an important role in future traffic. To avoid accidents and achieve a highly efficient traffic flow, it is important to detect VRUs and to predict their intentions. In…

Artificial Intelligence · Computer Science 2018-09-12 Maarten Bieshaar , Günther Reitberger , Stefan Zernetsch , Bernhard Sick , Erich Fuchs , Konrad Doll

Humans utilize their gaze to concentrate on essential information while perceiving and interpreting intentions in videos. Incorporating human gaze into computational algorithms can significantly enhance model performance in video…

Computer Vision and Pattern Recognition · Computer Science 2024-04-15 Suleyman Ozdel , Yao Rong , Berat Mert Albaba , Yen-Ling Kuo , Xi Wang , Enkelejda Kasneci

Nowadays, artificial neural networks are widely used for users' online travel planning. Personalized travel planning has many real applications and is affected by various factors, such as transportation type, intention destination…

Artificial Intelligence · Computer Science 2021-08-10 Yu Li , Fei Xiong , Ziyi Wang , Zulong Chen , Chuanfei Xu , Yuyu Yin , Li Zhou

Humans have a natural ability to perform semantic associations with the surrounding objects in the environment. This allows them to create a mental map of the environment, allowing them to navigate on-demand when given linguistic…

The ability to observe the effects of actions performed by others and to infer their intent, most likely goals, or course of action, is known as a plan or intention recognition cognitive capability and has long been one of the fundamental…

Artificial Intelligence · Computer Science 2019-11-26 Mariane Maynard , Thibault Duhamel , Froduald Kabanza

Large language models (LLMs) have shown significant potential in guiding embodied agents to execute language instructions across a range of tasks, including robotic manipulation and navigation. However, existing methods are primarily…

Indoor navigation presents unique challenges due to complex layouts and the unavailability of GNSS signals. Existing solutions often struggle with contextual adaptation, and typically require dedicated hardware. In this work, we explore the…

Artificial Intelligence · Computer Science 2025-06-23 Alberto Coffrini , Paolo Barsocchi , Francesco Furfari , Antonino Crivello , Alessio Ferrari

Semantic navigation enables robots to understand their environments beyond basic geometry, allowing them to reason about objects, their functions, and their interrelationships. In semantic robotic navigation, creating accurate and…

Robotics · Computer Science 2024-10-22 Fama Ngom , Huaxi Zhang , Lei Zhang , Karen Godary-Dejean , Marianne Huchard

This work aims to tackle the intent recognition problem in Human-Robot Collaborative assembly scenarios. Precisely, we consider an interactive assembly of a wooden stool where the robot fetches the pieces in the correct order and the human…

Understanding the intentions of drivers at intersections is a critical component for autonomous vehicles. Urban intersections that do not have traffic signals are a common epicentre of highly variable vehicle movement and interactions. We…

Computer Vision and Pattern Recognition · Computer Science 2018-07-27 Alex Zyner , Stewart Worrall , Eduardo Nebot