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Intention prediction is a crucial task for Autonomous Driving (AD). Due to the variety of size and layout of intersections, it is challenging to predict intention of human driver at different intersections, especially unseen and irregular…

机器人学 · 计算机科学 2021-03-10 Fei Li , Xiangxu Li , Jun Luo , Shiwei Fan , Hongbo Zhang

We address the challenging task of anticipating human-object interaction in first person videos. Most existing methods ignore how the camera wearer interacts with the objects, or simply consider body motion as a separate modality. In…

计算机视觉与模式识别 · 计算机科学 2020-07-21 Miao Liu , Siyu Tang , Yin Li , James Rehg

This paper presents the selective use of eye-gaze information in learning human actions in Atari games. Vast evidence suggests that our eye movement convey a wealth of information about the direction of our attention and mental states and…

机器学习 · 计算机科学 2020-12-08 Chaitanya Thammineni , Hemanth Manjunatha , Ehsan T. Esfahani

From smoothly pursuing moving objects to rapidly shifting gazes during visual search, humans employ a wide variety of eye movement strategies in different contexts. While eye movements provide a rich window into mental processes, building…

机器学习 · 计算机科学 2022-12-21 Jason Li , Nicholas Watters , Yingting , Wang , Hansem Sohn , Mehrdad Jazayeri

We introduce a multiple criteria Bayesian preference learning framework incorporating behavioral cues for decision aiding. The framework integrates pairwise comparisons, response time, and attention duration to deepen insights into…

应用统计 · 统计学 2025-04-22 Jiaxuan Jiang , Jiapeng Liu , Miłosz Kadziński , Xiuwu Liao , Jingyu Dong

This paper explores the feasibility of employing EEG-based intention detection for real-time robot assistive control. We focus on predicting and distinguishing motor intentions of left/right arm movements by presenting: i) an offline data…

机器人学 · 计算机科学 2024-03-14 Ho Jin Choi , Satyajeet Das , Shaoting Peng , Ruzena Bajcsy , Nadia Figueroa

When intelligent agents learn visuomotor behaviors from human demonstrations, they may benefit from knowing where the human is allocating visual attention, which can be inferred from their gaze. A wealth of information regarding intelligent…

计算机视觉与模式识别 · 计算机科学 2018-06-12 Ruohan Zhang , Zhuode Liu , Luxin Zhang , Jake A. Whritner , Karl S. Muller , Mary M. Hayhoe , Dana H. Ballard

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…

Although eye-tracking technology is being integrated into more VR and MR headsets, the true potential of eye tracking in enhancing user interactions within XR settings remains relatively untapped. Presently, one of the most prevalent gaze…

人机交互 · 计算机科学 2024-05-24 Naveen Sendhilnathan , Ajoy S. Fernandes , Michael J. Proulx , Tanya R. Jonker

Gaze is the essential manifestation of human attention. In recent years, a series of work has achieved high accuracy in gaze estimation. However, the inter-personal difference limits the reduction of the subject-independent gaze estimation…

计算机视觉与模式识别 · 计算机科学 2020-11-17 Zidong Guo , Zejian Yuan , Chong Zhang , Wanchao Chi , Yonggen Ling , Shenghao Zhang

Automated negotiation in complex, multi-party and multi-issue settings critically depends on accurate opponent modeling. However, conventional numerical-only approaches fail to capture the qualitative information embedded in natural…

Most of agents that learn policy for tasks with reinforcement learning (RL) lack the ability to communicate with people, which makes human-agent collaboration challenging. We believe that, in order for RL agents to comprehend utterances…

人工智能 · 计算机科学 2018-10-15 Yosuke Fukuchi , Masahiko Osawa , Hiroshi Yamakawa , Tatsuji Takahashi , Michita Imai

Robot understanding of human intentions is essential for fluid human-robot interaction. Intentions, however, cannot be directly observed and must be inferred from behaviors. We learn a model of adaptive human behavior conditioned on the…

机器人学 · 计算机科学 2019-01-23 Min Chen , David Hsu , Wee Sun Lee

Radiologists rely on eye movements to navigate and interpret medical images. A trained radiologist possesses knowledge about the potential diseases that may be present in the images and, when searching, follows a mental checklist to locate…

计算机视觉与模式识别 · 计算机科学 2025-07-17 Trong-Thang Pham , Anh Nguyen , Zhigang Deng , Carol C. Wu , Hien Van Nguyen , Ngan Le

We analyze the problem of learning a single user's preferences in an active learning setting, sequentially and adaptively querying the user over a finite time horizon. Learning is conducted via choice-based queries, where the user selects…

机器学习 · 统计学 2017-02-27 Stephen N. Pallone , Peter I. Frazier , Shane G. Henderson

Humans use collaborative robots as tools for accomplishing various tasks. The interaction between humans and robots happens in tight shared workspaces. However, these machines must be safe to operate alongside humans to minimize the risk of…

机器人学 · 计算机科学 2024-05-21 Stanley Mugisha , Vamsi Krishna Guda , Christine Chevallereau , Damien Chablat , Matteo Zoppi

Human eye gaze plays an important role in delivering information, communicating intent, and understanding others' mental states. Previous research shows that a robot's gaze can also affect humans' decision-making and strategy during an…

机器人学 · 计算机科学 2022-08-26 Di Fu , Fares Abawi , Erik Strahl , Stefan Wermter

Virtual and augmented reality systems increasingly demand intelligent adaptation to user behaviors for enhanced interaction experiences. Achieving this requires accurately understanding human intentions and predicting future situated…

计算机视觉与模式识别 · 计算机科学 2025-10-14 Yuan Xu , Zimu Zhang , Xiaoxuan Ma , Wentao Zhu , Yu Qiao , Yizhou Wang

Vision-based autonomous driving through imitation learning mimics the behaviors of human drivers by training on pairs of data of raw driver-view images and actions. However, there are other cues, e.g. gaze behavior, available from human…

计算机视觉与模式识别 · 计算机科学 2019-08-28 Congcong Liu , Yuying Chen , Lei Tai , Ming Liu , Bertram Shi

Emotional expressions are inherently multimodal -- integrating facial behavior, speech, and gaze -- but their automatic recognition is often limited to a single modality, e.g. speech during a phone call. While previous work proposed…

机器学习 · 计算机科学 2022-05-03 Ahmed Abdou , Ekta Sood , Philipp Müller , Andreas Bulling