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Can we infer intentions from a person's actions? As an example problem, here we consider how to decipher what a person is searching for by decoding their eye movement behavior. We conducted two psychophysics experiments where we monitored…

计算机视觉与模式识别 · 计算机科学 2020-06-03 Mengmi Zhang , Gabriel Kreiman

The prediction of human gaze behavior is important for building human-computer interactive systems that can anticipate a user's attention. Computer vision models have been developed to predict the fixations made by people as they search for…

计算机视觉与模式识别 · 计算机科学 2022-11-03 Zhibo Yang , Sounak Mondal , Seoyoung Ahn , Gregory Zelinsky , Minh Hoai , Dimitris Samaras

What does human gaze reveal about a users' intents and to which extend can these intents be inferred or even visualized? Gaze was proposed as an implicit source of information to predict the target of visual search and, more recently, to…

计算机视觉与模式识别 · 计算机科学 2017-06-22 Hosnieh Sattar , Mario Fritz , Andreas Bulling

For machines to effectively assist humans in challenging visual search tasks, they must differentiate whether a human is simply glancing into a scene (navigational intent) or searching for a target object (informational intent). Previous…

人机交互 · 计算机科学 2025-08-05 Mansi Sharma , Shuang Chen , Philipp Müller , Maurice Rekrut , Antonio Krüger

Being able to predict human gaze behavior has obvious importance for behavioral vision and for computer vision applications. Most models have mainly focused on predicting free-viewing behavior using saliency maps, but these predictions do…

计算机视觉与模式识别 · 计算机科学 2020-06-26 Zhibo Yang , Lihan Huang , Yupei Chen , Zijun Wei , Seoyoung Ahn , Gregory Zelinsky , Dimitris Samaras , Minh Hoai

The ability to infer the intentions of others, predict their goals, and deduce their plans are critical features for intelligent agents. For a long time, several approaches investigated the use of symbolic representations and inferences…

机器学习 · 计算机科学 2019-11-25 Thibault Duhamel , Mariane Maynard , Froduald Kabanza

Eye movement is closely related to limb actions, so it can be used to infer movement intentions. More importantly, in some cases, eye movement is the only way for paralyzed and impaired patients with severe movement disorders to communicate…

机器人学 · 计算机科学 2020-12-17 Bo Yang , Jian Huang , Xiaolong Li , Xinxing Chen , Caihua Xiong , Yasuhisa Hasegawa

When searching for a target within an image our brain can adopt different strategies, but which one does it choose? This question can be answered by tracking the motion of the eye while it executes the task. Following many individuals…

神经元与认知 · 定量生物学 2017-09-04 Tatiana A. Amor , Mirko Lukovic , Hans J. Herrmann , Jose S. Andrade

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…

计算机视觉与模式识别 · 计算机科学 2024-04-15 Suleyman Ozdel , Yao Rong , Berat Mert Albaba , Yen-Ling Kuo , Xi Wang , Enkelejda Kasneci

When searching for an object in a scene, how does the brain decide where to look next? Theories of visual search suggest the existence of a global attentional map, computed by integrating bottom-up visual information with top-down,…

神经元与认知 · 定量生物学 2014-04-28 Thomas Miconi , Laura Groomes , Gabriel Kreiman

Modeling visual search not only offers an opportunity to predict the usability of an interface before actually testing it on real users, but also advances scientific understanding about human behavior. In this work, we first conduct a set…

人机交互 · 计算机科学 2020-05-11 Arianna Yuan , Yang Li

Distinguishing target from non-target fixations during visual search is a fundamental building block to understand users' intended actions and to build effective assistance systems. While prior research indicated the feasibility of…

计算机视觉与模式识别 · 计算机科学 2025-08-05 Mansi Sharma , Camilo Andrés Martínez Martínez , Benedikt Emanuel Wirth , Antonio Krüger , Philipp Müller

Shared control can help in teleoperated object manipulation by assisting with the execution of the user's intention. To this end, robust and prompt intention estimation is needed, which relies on behavioral observations. Here, an intention…

机器人学 · 计算机科学 2022-08-19 Anna Belardinelli , Anirudh Reddy Kondapally , Dirk Ruiken , Daniel Tanneberg , Tomoki Watabe

Human observers engage in selective information uptake when classifying visual patterns. The same is true of deep neural networks, which currently constitute the best performing artificial vision systems. Our goal is to examine the…

计算机视觉与模式识别 · 计算机科学 2021-08-31 Chetan Ralekar , Shubham Choudhary , Tapan Kumar Gandhi , Santanu Chaudhury

Searching for a target object in a cluttered scene constitutes a fundamental challenge in daily vision. Visual search must be selective enough to discriminate the target from distractors, invariant to changes in the appearance of the…

计算机视觉与模式识别 · 计算机科学 2018-10-24 Mengmi Zhang , Jiashi Feng , Keng Teck Ma , Joo Hwee Lim , Qi Zhao , Gabriel Kreiman

The understanding of where humans look in a scene is a problem of great interest in visual perception and computer vision. When eye-tracking devices are not a viable option, models of human attention can be used to predict fixations. In…

计算机视觉与模式识别 · 计算机科学 2018-07-30 Dario Zanca , Marco Gori

Previous work on predicting the target of visual search from human fixations only considered closed-world settings in which training labels are available and predictions are performed for a known set of potential targets. In this work we go…

计算机视觉与模式识别 · 计算机科学 2017-02-07 Hosnieh Sattar , Sabine Müller , Mario Fritz , Andreas Bulling

Active search, in applications like environment monitoring or disaster response missions, involves autonomous agents detecting targets in a search space using decision making algorithms that adapt to the history of their observations.…

机器人学 · 计算机科学 2023-05-23 Arundhati Banerjee , Ramina Ghods , Jeff Schneider

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

Intelligent detection and processing capabilities can be instrumental to improving the safety, efficiency, and successful completion of rescue missions conducted by firefighters in emergency first response settings. The objective of this…

计算机视觉与模式识别 · 计算机科学 2020-04-21 Manish Bhattarai , Manel Martínez-Ramón
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