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Intent detection is a text classification task whose aim is to recognize and label the semantics behind a users query. It plays a critical role in various business applications. The output of the intent detection module strongly conditions…

机器学习 · 计算机科学 2024-08-07 Eduardo Sanchez-Karhunen , Jose F. Quesada-Moreno , Miguel A. Gutiérrez-Naranjo

Constraint-aware estimation of human intent is essential for robots to physically collaborate and interact with humans. Further, to achieve fluid collaboration in dynamic tasks intent estimation should be achieved in real-time. In this…

机器人学 · 计算机科学 2024-09-04 Yifei Simon Shao , Tianyu Li , Shafagh Keyvanian , Pratik Chaudhari , Vijay Kumar , Nadia Figueroa

Computer vision algorithms performance are near or superior to humans in the visual problems including object recognition (especially those of fine-grained categories), segmentation, and 3D object reconstruction from 2D views. Humans are,…

计算机视觉与模式识别 · 计算机科学 2020-11-13 Stuart Synakowski , Qianli Feng , Aleix Martinez

Predicting driver intentions is a difficult and crucial task for advanced driver assistance systems. Traditional confidence measures on predictions often ignore the way predicted trajectories affect downstream decisions for safe driving. In…

Proactively perceiving others' intentions is a crucial skill to effectively interact in unstructured, dynamic and novel environments. This work proposes a first step towards embedding this skill in support robots for search and rescue…

机器人学 · 计算机科学 2019-08-28 Dimitri Ognibene , Lorenzo Mirante , Letizia Marchegiani

Shared autonomy allows for combining the global planning capabilities of a human operator with the strengths of a robot such as repeatability and accurate control. In a real-time teleoperation setting, one possibility for shared autonomy is…

机器人学 · 计算机科学 2025-04-28 Simon Manschitz , Berk Gueler , Wei Ma , Dirk Ruiken

Enabling physics-based humanoids to execute diverse behaviors from high-level textual commands remains a significant challenge. Existing methods typically follow either a two-stage paradigm that combines kinematic motion generation with…

计算机视觉与模式识别 · 计算机科学 2026-05-26 Bin Li , Ruichi Zhang , Han Liang , Jingyan Zhang , Juze Zhang , Xin Chen , Jingya Wang

To enable safe and efficient human-robot collaboration in shared workspaces it is important for the robot to predict how a human will move when performing a task. While predicting human motion for tasks not known a priori is very…

机器人学 · 计算机科学 2016-06-08 Jim Mainprice , Rafi Hayne , Dmitry Berenson

In conventional target tracking systems, human operators use the estimated target tracks to make higher level inference of the target behaviour/intent. This paper develops syntactic filtering algorithms that assist human operators by…

统计方法学 · 统计学 2011-04-25 Alex Wang , Vikram Krishnamurthy , Bhashyam Balaji

Temporal Intention Localization (TIL) is crucial for video surveillance, focusing on identifying varying levels of suspicious intentions to improve security monitoring. However, existing discrete classification methods fail to capture the…

计算机视觉与模式识别 · 计算机科学 2025-10-27 Xinyi Hu , Yuran Wang , Ruixu Zhang , Yue Li , Wenxuan Liu , Zheng Wang

Generalizing to long-horizon manipulation tasks in a zero-shot setting remains a central challenge in robotics. Current multimodal foundation based approaches, despite their capabilities, typically fail to decompose high-level commands into…

机器人学 · 计算机科学 2025-10-22 Ke Ye , Jiaming Zhou , Yuanfeng Qiu , Jiayi Liu , Shihui Zhou , Kun-Yu Lin , Junwei Liang

This paper presents a Bayesian framework for inferring the posterior of the augmented state of a target, incorporating its underlying goal or intent, such as any intermediate waypoints and/or the final destination. Thus, it is for joint…

应用统计 · 统计学 2026-05-25 Jiaming Liang , Bashar I. Ahmad , Simon Godsill

The performance of prediction-based assistance for robot teleoperation degrades in unseen or goal-rich environments due to incorrect or quickly-changing intent inferences. Poor predictions can confuse operators or cause them to change their…

机器人学 · 计算机科学 2024-10-10 Nick Walker , Xuning Yang , Animesh Garg , Maya Cakmak , Dieter Fox , Claudia Pérez-D'Arpino

Inferring intent from observed behavior has been studied extensively within the frameworks of Bayesian inverse planning and inverse reinforcement learning. These methods infer a goal or reward function that best explains the actions of the…

机器学习 · 计算机科学 2019-01-08 Siddharth Reddy , Anca D. Dragan , Sergey Levine

Human-robot collaboration (HRC) requires robots to adapt their motions to human intent to ensure safe and efficient cooperation in shared spaces. Although large language models (LLMs) provide high-level reasoning for inferring human intent,…

机器人学 · 计算机科学 2025-10-13 Jiurun Song , Xiao Liang , Minghui Zheng

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),…

计算机视觉与模式识别 · 计算机科学 2026-03-17 Taewook Ha , Woojin Cho , Dooyoung Kim , Woontack Woo

Human-Robot Interfaces (HRIs) represent a crucial component in telerobotic systems. Body-Machine Interfaces (BoMIs) based on body motion can feel more intuitive than standard HRIs for naive users as they leverage humans' natural control…

机器人学 · 计算机科学 2020-11-17 Matteo Macchini , Jan Frogg , Fabrizio Schiano , Dario Floreano

Within this work, we explore intention inference for user actions in the context of a handheld robot setup. Handheld robots share the shape and properties of handheld tools while being able to process task information and aid manipulation.…

机器人学 · 计算机科学 2018-10-16 Janis Stolzenwald , Walterio W. Mayol-Cuevas

The rapid growth of e-commerce increases the need for larger warehouses and their automation, thus using robots as assistants to human workers becomes a priority. In order to operate efficiently and safely, robot assistants or the…

机器人学 · 计算机科学 2018-04-06 Tomislav Petković , Ivan Marković , Ivan Petrović

Assistive teleoperation, where control is shared between a human and a robot, enables efficient and intuitive human-robot collaboration in diverse and unstructured environments. A central challenge in real-world assistive teleoperation is…