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Eye_Tracking_Repository

This repository collects methods and databases in the field of eye tracking.

Keep updating!!!

[report]

Survey

  • 2018 Eye Tracking Measures in Aviation A Selective Literature Review [paper]
  • 2021 Application of Eye Tracking Technology in Aviation, Maritime, and Construction Industries_A Systematic Review [paper]
  • 2020 A Review of Various State of Art Eye Gaze Estimation Techniques [paper]
  • 2021 A survey on Deep Learning Based Eye Gaze Estimation Methods [paper]
  • 2022 Eye gaze estimation: A survey on deep learning-based approaches [paper]
  • 2021 Appearance-based Gaze Estimation With Deep Learning: A Review and Benchmark website paper [project], [paper]

Databases

Image-based database:

Video-based database:

Algorithms

Image-based methods

  • 2015 Appearance-Based Gaze Estimation in the Wild, CVPR 2015 [paper], [code]
  • 2016 Eye Tracking for Everyone [paper], [code], [project]
  • 2017 It’s written all over your face: Full-face appearance-based gaze estimation, CVPRW 2017 [paper], [code]
  • 2017 MPIIGaze: Real-World Dataset and Deep Appearance-Based Gaze Estimation, TPAMI 2017 [paper], [code]
  • 2018 Appearance-Based Gaze Estimation via Evaluation-Guided Asymmetric Regression [paper], [code]
  • 2018 [ELG] Learning to Find Eye Region Landmarks for Remote Gaze Estimation in Unconstrained Settings [paper], [code], [project]
  • 2018 [DPG] Deep Pictorial Gaze Estimation [paper], [code], [project]
  • 2018 RT-GENE: Real-Time Eye Gaze Estimation in Natural Environments [paper], [code]
  • 2019 Appearance-Based Gaze Estimation Using Dilated-Convolutions [paper], [code]
  • 2020 Unsupervised Representation Learning for Gaze Estimation [paper]
  • 2021 Generalizing Gaze Estimation with Outlier-guided Collaborative Adaptation [paper], [code], [project]
  • 2021 Gaze Estimation using Transformer [paper], [code]
  • 2021 FLAME: Facial Landmark Heatmap Activated Multimodal Gaze Estimation [paper], [code]
  • 2021 High-Accuracy Gaze Estimation for Interpolation-Based Eye-Tracking Methods [paper]
  • 2021 Real-Time Precise Human-Computer Interaction System Based on Gaze Estimation and Tracking [paper]
  • 2021 Effect Of Personalized Calibration On Gaze Estimation Using Deep-Learning [paper]
  • 2021 Weakly-Supervised Physically Unconstrained Gaze Estimation [paper], [code]
  • 2021 Gaze Estimation with an Ensemble of Four Architectures [paper]
  • 2021 The Story in Your Eyes: An Individual-difference-aware Model for Cross-person Gaze Estimation [paper], [code]
  • 2021 [Puregaze] Puregaze: Purifying gaze feature for generalizable gaze estimation [paper], [code]
  • 2021 HybridGazeNet HybridGazeNet: Geometric model guided Convolutional Neural Networks for gaze estimation [paper]
  • 2022 Learning-by-Novel-View-Synthesis for Full-Face Appearance-based 3D Gaze Estimation [paper]
  • 2022 [MTGLS] MTGLS: Multi-Task Gaze Estimation with Limited Supervision [paper]

Video-based methods

  • 2018 Recurrent cnn for 3d gaze estimation using appearance and shape cues [[paper]](Recurrent cnn for 3d gaze estimation using appearance and shape cues)
  • 2019 Neuro-inspired eye tracking with eye movement dynamics [paper]
  • 2019 Realtime and accurate 3d eye gaze capture with dcnn-based iris and pupil segmentation [paper]
  • 2019 Learning a 3d gaze estimator with improved itracker combined with bidirectional lstm [paper]
  • 2019 [Gaze360] Gaze360: Physically unconstrained gaze estimation in the wild [paper], [code], [code2], [project]
  • 2020 A Coarse-to-Fine Adaptive Network for Appearance-Based Gaze Estimation [paper],
  • 2020 Towards end-to-end video-based eye-tracking [paper], [code]
  • 2022 [Puregaze] Puregaze: Purifying gaze feature for generalizable gaze estimation [paper], [code]
  • 2022 [HAZE-Net] HAZE-Net: High-Frequency Attentive Super-Resolved Gaze Estimation in Low-Resolution Face Images [paper], [code]
  • 2022 [LatentGaze] LatentGaze: Cross-Domain Gaze Estimation through Gaze-Aware Analytic Latent Code Manipulation [paper], [code]

Other codes

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The repository of eye-tracking estimation algorithms

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