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Appearance-based gaze estimation has shown great promise in many applications by using a single general-purpose camera as the input device. However, its success is highly depending on the availability of large-scale well-annotated gaze…

计算机视觉与模式识别 · 计算机科学 2023-09-12 Lingyu Du , Xucong Zhang , Guohao Lan

Predicting human gaze behavior within computer vision is integral for developing interactive systems that can anticipate user attention, address fundamental questions in cognitive science, and hold implications for fields like…

图像与视频处理 · 电气工程与系统科学 2024-07-02 Akash Awasthi , Ngan Le , Zhigang Deng , Rishi Agrawal , Carol C. Wu , Hien Van Nguyen

Gaze estimation encounters generalization challenges when dealing with out-of-distribution data. To address this problem, recent methods use neural radiance fields (NeRF) to generate augmented data. However, existing methods based on NeRF…

计算机视觉与模式识别 · 计算机科学 2025-07-10 Xiaobao Wei , Peng Chen , Guangyu Li , Ming Lu , Hui Chen , Feng Tian

This paper presents a method for gaze estimation according to face images. We train several gaze estimators adopting four different network architectures, including an architecture designed for gaze estimation (i.e.,iTracker-MHSA) and three…

计算机视觉与模式识别 · 计算机科学 2021-07-06 Xin Cai , Boyu Chen , Jiabei Zeng , Jiajun Zhang , Yunjia Sun , Xiao Wang , Zhilong Ji , Xiao Liu , Xilin Chen , Shiguang Shan

A major challenge for physically unconstrained gaze estimation is acquiring training data with 3D gaze annotations for in-the-wild and outdoor scenarios. In contrast, videos of human interactions in unconstrained environments are abundantly…

计算机视觉与模式识别 · 计算机科学 2021-05-21 Rakshit Kothari , Shalini De Mello , Umar Iqbal , Wonmin Byeon , Seonwook Park , Jan Kautz

Appearance-based gaze estimation has been actively studied in recent years. However, its generalization performance for unseen head poses is still a significant limitation for existing methods. This work proposes a generalizable multi-view…

计算机视觉与模式识别 · 计算机科学 2023-11-16 Yoichiro Hisadome , Tianyi Wu , Jiawei Qin , Yusuke Sugano

Joint attention is a core, early-developing form of social interaction. It is based on our ability to discriminate the third party objects that other people are looking at. While it has been shown that people can accurately determine…

人工智能 · 计算机科学 2014-12-09 Tao Gao , Daniel Harari , Joshua Tenenbaum , Shimon Ullman

Gaze redirection methods aim to generate realistic human face images with controllable eye movement. However, recent methods often struggle with 3D consistency, efficiency, or quality, limiting their practical applications. In this work, we…

计算机视觉与模式识别 · 计算机科学 2025-11-17 Hengfei Wang , Zhongqun Zhang , Yihua Cheng , Hyung Jin Chang

High-fidelity gaze redirection is critical for generating augmented data to improve the generalization of gaze estimators. 3D Gaussian Splatting (3DGS) models like GazeGaussian represent the state-of-the-art but can struggle with rendering…

计算机视觉与模式识别 · 计算机科学 2025-11-17 Abiram Panchalingam , Indu Bodala , Stuart Middleton

Most Gaze estimation research only works on a setup condition that a camera perfectly captures eyes gaze. They have not literarily specified how to set up a camera correctly for a given position of a person. In this paper, we carry out a…

计算机视觉与模式识别 · 计算机科学 2022-01-19 Linh Van Ma , Tin Trung Tran , Moongu Jeon

Gaze is a powerful form of non-verbal communication and social interaction that humans develop from an early age. As such, modeling this behavior is an important task that can benefit a broad set of application domains ranging from robotics…

计算机视觉与模式识别 · 计算机科学 2023-10-03 Samy Tafasca , Anshul Gupta , Jean-Marc Odobez

Many cameras implement auto-focus functionality. However, they typically require the user to manually identify the location to be focused on. While such an approach works for temporally-sparse autofocusing functionality (e.g., photo…

计算机视觉与模式识别 · 计算机科学 2017-11-10 Wolfgang Fuhl , Thiago Santini , Enkelejda Kasneci

Driver gaze plays an important role in different gaze-based applications such as driver attentiveness detection, visual distraction detection, gaze behavior understanding, and building driver assistance system. The main objective of this…

计算机视觉与模式识别 · 计算机科学 2024-02-22 Pavan Kumar Sharma , Pranamesh Chakraborty

Over the past few years, there has been an increasing interest to interpret gaze direction in an unconstrained environment with limited supervision. Owing to data curation and annotation issues, replicating gaze estimation method to other…

计算机视觉与模式识别 · 计算机科学 2022-08-15 Shreya Ghosh , Abhinav Dhall , Jarrod Knibbe , Munawar Hayat

Automated estimation of the allocation of a driver's visual attention may be a critical component of future Advanced Driver Assistance Systems. In theory, vision-based tracking of the eye can provide a good estimate of gaze location. In…

计算机视觉与模式识别 · 计算机科学 2016-03-02 Lex Fridman , Philipp Langhans , Joonbum Lee , Bryan Reimer

Gaze estimation methods often experience significant performance degradation when evaluated across different domains, due to the domain gap between the testing and training data. Existing methods try to address this issue using various…

计算机视觉与模式识别 · 计算机科学 2024-03-11 Pengwei Yin , Guanzhong Zeng , Jingjing Wang , Di Xie

3D gaze estimation is about predicting the line of sight of a person in 3D space. Person-independent models for the same lack precision due to anatomical differences of subjects, whereas person-specific calibrated techniques add strict…

计算机视觉与模式识别 · 计算机科学 2022-12-09 Neelabh Sinha , Michal Balazia , Francois Bremond

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

The task of predicting 3D eye gaze from eye images can be performed either by (a) end-to-end learning for image-to-gaze mapping or by (b) fitting a 3D eye model onto images. The former case requires 3D gaze labels, while the latter requires…

计算机视觉与模式识别 · 计算机科学 2023-11-22 Nikola Popovic , Dimitrios Christodoulou , Danda Pani Paudel , Xi Wang , Luc Van Gool

Gaze estimation methods estimate gaze from facial appearance with a single camera. However, due to the limited view of a single camera, the captured facial appearance cannot provide complete facial information and thus complicate the gaze…

计算机视觉与模式识别 · 计算机科学 2023-08-22 Yihua Cheng , Feng Lu