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Traditional eye tracking requires specialized hardware, which means collecting gaze data from many observers is expensive, tedious and slow. Therefore, existing saliency prediction datasets are order-of-magnitudes smaller than typical…

计算机视觉与模式识别 · 计算机科学 2015-05-21 Pingmei Xu , Krista A Ehinger , Yinda Zhang , Adam Finkelstein , Sanjeev R. Kulkarni , Jianxiong Xiao

Human eye gaze estimation is an important cognitive ingredient for successful human-robot interaction, enabling the robot to read and predict human behavior. We approach this problem using artificial neural networks and build a modular…

计算机视觉与模式识别 · 计算机科学 2024-03-01 Dmytro Herashchenko , Igor Farkaš

This paper proposes an approach to detect information relevance during decision-making from eye movements in order to enable user interface adaptation. This is a challenging task because gaze behavior varies greatly across individual users…

人机交互 · 计算机科学 2020-07-28 Anna Maria Feit , Lukas Vordemann , Seonwook Park , Caterina Bérubé , Otmar Hilliges

Gaze object prediction is a newly proposed task that aims to discover the objects being stared at by humans. It is of great application significance but still lacks a unified solution framework. An intuitive solution is to incorporate an…

计算机视觉与模式识别 · 计算机科学 2023-07-04 Binglu Wang , Tao Hu , Baoshan Li , Xiaojuan Chen , Zhijie Zhang

When deep neural network (DNN) was first introduced to the medical image analysis community, researchers were impressed by its performance. However, it is evident now that a large number of manually labeled data is often a must to train a…

图像与视频处理 · 电气工程与系统科学 2022-05-16 Sheng Wang , Xi Ouyang , Tianming Liu , Qian Wang , Dinggang Shen

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

Gaze object detection and gaze following are fundamental tasks for interpreting human gaze behavior or intent. However, most previous methods usually solve these two tasks separately, and their prediction of gaze objects and gaze following…

计算机视觉与模式识别 · 计算机科学 2025-10-30 Yang Jin , Guangyu Guo , Binglu Wang

Following the gaze of other people and analyzing the target they are looking at can help us understand what they are thinking, and doing, and predict the actions that may follow. Existing methods for gaze following struggle to perform well…

计算机视觉与模式识别 · 计算机科学 2025-02-05 Feiyang Liu , Dan Guo , Jingyuan Xu , Zihao He , Shengeng Tang , Kun Li , Meng Wang

Understanding human gaze behavior is essential for complex scene comprehension and human-computer interaction. Traditional gaze following models are typically restricted to pure spatial localization, lacking the high-level capacity to…

计算机视觉与模式识别 · 计算机科学 2026-05-27 Qiaomu Miao , Haoyu Wu , Jingyi Xu , Minh Hoai , Dimitris Samaras

Deep imitation learning is a promising approach that does not require hard-coded control rules in autonomous robot manipulation. The current applications of deep imitation learning to robot manipulation have been limited to reactive control…

机器人学 · 计算机科学 2022-02-11 Heecheol Kim , Yoshiyuki Ohmura , Yasuo Kuniyoshi

Gaze is a valuable means of communication for impaired people with extremely limited motor capabilities. However, robust gaze-based intent recognition in multi-object environments is challenging due to gaze noise, micro-saccades, viewpoint…

机器人学 · 计算机科学 2026-03-09 Yuzhi Lai , Shenghai Yuan , Peizheng Li , Andreas Zell

Emotion recognition,as a step toward mind reading,seeks to infer internal states from external cues.Most existing methods rely on explicit signals-such as facial expressions,speech,or gestures-that reflect only bodily responses and overlook…

计算机视觉与模式识别 · 计算机科学 2025-07-18 Mengke Song , Yuge Xie , Qi Cui , Luming Li , Xinyu Liu , Guotao Wang , Chenglizhao Chen , Shanchen Pang

We present a deep neural network method for learning a personal representation for individuals that are performing a self neuromodulation task, guided by functional MRI (fMRI). This neurofeedback task (watch vs. regulate) provides the…

Eye gaze is an important non-verbal cue for human affect analysis. Recent gaze estimation work indicated that information from the full face region can benefit performance. Pushing this idea further, we propose an appearance-based method…

计算机视觉与模式识别 · 计算机科学 2023-05-17 Xucong Zhang , Yusuke Sugano , Mario Fritz , Andreas Bulling

Human eye tracking devices can help to investigate principles of processing visual information by humans. The attention focus movement during the gaze can be used for behavioural analysis of humans. In this work we describe our experimental…

人机交互 · 计算机科学 2022-01-05 R. Kovtun , S. Radchenko , A. Netreba , O. Sudakov , R. Natarov , Z. Dyka , I. Kabin , P. Langendörfer

Appearance-based gaze estimation methods that only require an off-the-shelf camera have significantly improved but they are still not yet widely used in the human-computer interaction (HCI) community. This is partly because it remains…

人机交互 · 计算机科学 2019-01-31 Xucong Zhang , Yusuke Sugano , Andreas Bulling

To address this gap, we conduct a Virtual Reality experiment in which pedestrians interact with automated shuttles under varying approach angles (45{\deg}, 90{\deg}, 135{\deg}) and continuous-traffic conditions (single shuttle, two shuttles…

机器学习 · 计算机科学 2026-05-25 Danya Li , Yan Feng , Rico Krueger

Deciphering visual content from functional Magnetic Resonance Imaging (fMRI) helps illuminate the human vision system. However, the scarcity of fMRI data and noise hamper brain decoding model performance. Previous approaches primarily…

计算机视觉与模式识别 · 计算机科学 2024-06-14 Yulong Liu , Yongqiang Ma , Guibo Zhu , Haodong Jing , Nanning Zheng

Although significant progress has been made in the field of speech-driven 3D facial animation recently, the speech-driven animation of an indispensable facial component, eye gaze, has been overlooked by recent research. This is primarily…

计算机视觉与模式识别 · 计算机科学 2026-01-06 Yixiang Zhuang , Chunshan Ma , Yao Cheng , Xuan Cheng , Jing Liao , Juncong Lin

Fast and accurate eye tracking in a virtual reality or augmented reality headset could lead to better display performance and enable novel methods of user interaction with the system. However, it remains a challenge for a system to combine…

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