Revisiting Data Normalization for Appearance-Based Gaze Estimation - Max Planck Institute for Informatics 解决的问题 基于外观的视线估计方式中,头部姿态和相机拍摄距离的多样性不利于训练的收敛。前期工作通过将输入图像和视线映射到归一化空间,来消除这种三维空间中的多变性,但该种方法的有效性没有明确定论。 作者...
Appearance-based gaze estimation is believed to work well in real-world settings, but existing datasets have been collected under controlled laboratory conditions and methods have been not evaluated across multiple datasets. In this work we study appearance-based gaze estimation in the wild. We presen...
介绍了一种使用了CNN作为主要方法的Gaze Estimation方法。 在多个数据集上使用多种方法进行分析比较,以得到更多对于Gaze Estimation的新理解。 论文主要内容 MPIIGaze数据集 论文作者在文中提到,大部分(截至论文撰写时的)主流Gaze Estimating方法往往基于实验室中受控的环境下采集的数据集,而这类数据集的眼部外表往往变化...
Therefore, this paper aims to propose an accurate gaze estimation method without fixed head pose. The core problem is how to build the mapping relationship between image features and gaze position, and how to resist the head motion through the training samples. To this end, at first, a new ...
本篇博客是笔者在读完论文“It’s Written All Over Your Face:Full-Face Appearance-Based Gaze Estimation”后的一个小小总结。 该篇论文主要提出了一种基于完整脸部图像,通过加入了空间权重的CNN得到2D、3D视线方向的方法,并对完整脸部图片对于视线检测的作用进行了相关实验与分析。
本周的主要任务是利用cnn完成视线追踪模型的初步训练,根据论文Appearance-Based Gaze Estimation in the Wild中的实现方法(如下图),我们本周在未进行图像处理的前提下,通过将眼部图像直接喂入cnn进行了初步的训练。 训练采用的数据集为论文中提供的MPIIGaze数据集,在直接使用眼睛图像训练过程中只采用了数据集中左眼的数...
Appearance-based gaze estimation is believed to work well in real-world settings, but existing datasets have been collected under controlled laboratory conditions and methods have been not evaluated across multiple datasets. In this work we study appearance-based gaze estimation in the wild. We presen...
内容提示: 1MPIIGaze: Real-World Dataset and DeepAppearance-Based Gaze EstimationXucong Zhang, Yusuke Sugano ∗ , Mario Fritz, Andreas BullingAbstract—Learning-based methods are believed to work well for unconstrained gaze estimation, i.e. gaze estimation from amonocular RGB camera without ...
摘要: Appearance-based gaze estimation has attracted more and more attention because of its wide range of applications. The use of deep convolutional neural networks has improved the accuracy...关键词: Appearance-based gaze estimation Dilated-convolutions ...
Gaze estimationEye appearance Asymmetric regressionEye gaze estimation has been increasingly demanded by recent intelligent systems to accomplish a range of interaction-related tasks, by using simple eye images as input. However, learning the highly......