Teyed: Over 20 million real-world eye images with pupil, eyelid, and iris 2d and 3d segmentations, 2d and 3d landmarks, 3d eyeball, gaze vector, and eye movement …
We present TEyeD, the world's largest unified public data set of eye images taken with head-
mounted devices. TEyeD was acquired with seven different head-mounted eye trackers …
mounted devices. TEyeD was acquired with seven different head-mounted eye trackers …
Fully convolutional neural networks for raw eye tracking data segmentation, generation, and reconstruction
In this paper, we use fully convolutional neural networks for the semantic segmentation of
eye tracking data. We also use these networks for reconstruction, and in conjunction with a …
eye tracking data. We also use these networks for reconstruction, and in conjunction with a …
1000 pupil segmentations in a second using haar like features and statistical learning
In this paper we present a new approach for pupil segmentation. It can be computed and
trained very efficiently, making it ideal for online use for high speed eye trackers as well as …
trained very efficiently, making it ideal for online use for high speed eye trackers as well as …
The gaze and mouse signal as additional source for user fingerprints in browser applications
In this work, we inspect different data sources for browser fingerprints. We show which
disadvantages and limitations browser statistics have and how this can be avoided with …
disadvantages and limitations browser statistics have and how this can be avoided with …
A multimodal eye movement dataset and a multimodal eye movement segmentation analysis
We present a new dataset with annotated eye movements. The dataset consists of over
800,000 gaze points recorded during a car ride in the real world and in the simulator. In total …
800,000 gaze points recorded during a car ride in the real world and in the simulator. In total …
Groupgazer: A tool to compute the gaze per participant in groups with integrated calibration to map the gaze online to a screen or beamer projection
In this paper we present GroupGaze. It is a tool that can be used to calculate the gaze
direction and the gaze position of whole groups. GroupGazer calculates the gaze direction …
direction and the gaze position of whole groups. GroupGazer calculates the gaze direction …
Tensor normalization and full distribution training
W Fuhl - arXiv preprint arXiv:2109.02345, 2021 - arxiv.org
In this work, we introduce pixel wise tensor normalization, which is inserted after rectifier
linear units and, together with batch normalization, provides a significant improvement in the …
linear units and, together with batch normalization, provides a significant improvement in the …
Technical report: Combining knowledge from transfer learning during training and wide resnets
W Fuhl - arXiv preprint arXiv:2206.09697, 2022 - arxiv.org
In this report, we combine the idea of Wide ResNets and transfer learning to optimize the
architecture of deep neural networks. The first improvement of the architecture is the use of …
architecture of deep neural networks. The first improvement of the architecture is the use of …
Explainable online validation of machine learning models for practical applications
We present a reformulation of the regression and classification, which aims to validate the
result of a machine learning algorithm. Our reformulation simplifies the original problem and …
result of a machine learning algorithm. Our reformulation simplifies the original problem and …
Maximum and leaky maximum propagation
In this work, we present an alternative to conventional residual connections, which is
inspired by maxout nets. This means that instead of the addition in residual connections, our …
inspired by maxout nets. This means that instead of the addition in residual connections, our …