Eye_Tracking_Repository

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

Keep updating!!!

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]
• 2021 A survey on Deep Learning Based Eye Gaze Estimation Methods [paper]
• 2022 Eye-Tracking Technologies in Mobile Devices Using Edge Computing: A Systematic Review [paper]
• 2024 Appearance-based Gaze Estimation With Deep Learning: A Review and Benchmark [paper]
• 2023 An End-to-End Review of Gaze Estimation and its Interactive Applications on Handheld Mobile Devices [paper]
• 2023 Automatic Gaze Analysis: A Survey of Deep Learning based Approaches [project], [paper]
• 2023 Eye-tracking paradigms for the assessment of mild cognitive impairment: a systematic review [paper]
• 2023 Application of eye-tracking systems integrated into immersive virtual reality and possible transfer to the sports sector - A systematic review [paper]
• 2023 Webcam Eye Tracking for Desktop and Mobile Devices: A Systematic Review [paper], [paper]

Databases

• 2013 CAVE [paper], [project], [Data]
• 2014 EYEDIAP [paper], [project], [Database]
• 2014 UT MV [Database]
• 2015 OMEG [paper]
• 2015 MPIIGaze [paper], [project]
• 2015 GazeFollow [paper], [project]
• 2015 SynthesEye [paper], [project]
• 2016 GazeCapture [paper], [project]
• 2016 UnityEyes [paper], [project]
• 2017 TabletGaze [paper], [project]
• 2017 MPIIFaceGaze [project]
• 2017 InvisibleEye [paper]
• 2018 RT-GENE [paper], [project]
• 2019 Gaze360 [paper], [project]
• 2019 RT-BENE [paper], [project], [database]
• 2019 NV Gaze [paper], [project], [database]
• 2019 HUST-LEBW [paper], [project]
• 2019 VACATION [paper], [project]
• 2020 mEBAL [paper], [project]
• 2020 ETH-XGaze [paper], [project], [data]
• 2020 EVE [paper], [project], [code]
• 2020 Gaze-in-the-Wild [paper], [project]
• 2021 LAEO [paper], [paper], [project]
• 2021 GOO [paper], [project], [database]
• 2021 OpenNEEDS [paper], [project]
• 2023 GFIE [paper], [project]
• 2020 VideoAttentionTarget [paper], [project], [database]

Algorithms

• 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]

• 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]

• 2020 AAAI A Coarse-to-fine Adaptive Network for Appearance-based Gaze Estimation [paper], [project]

• 2022 iMon: Appearance-based Gaze Tracking System on Mobile Devices [paper]

• 2021 GAZEL: Runtime Gaze Tracking for Smartphones [with Android Firebase] [paper], [github]

• 2020 Gaze Tracking and Point Estimation Using Low-Cost Head-Mounted Devices [paper]

• 2020 A Scenario-based Analysis of Front-facing Camera Eye Tracker for UX-UI Survey on Mobile Banking App [paper]

• 2020 Gestatten: Estimation of User's Attention in Mobile MOOCs From Eye Gaze and Gaze Gesture Tracking [paper], [Video]

• 2024 Smartphone-based Eye Tracking System using Edge Intelligence and Model Optimisation [paper]

• 2024 CVPR Sharingan: A Transformer Architecture for Multi-Person Gaze Following [paper], [project], [supp]

• 2024 CVPR From Feature to Gaze: A Generalizable Replacement of Linear Layer for Gaze Estimation [paper]

• 2024 CVPR What Do You See in Vehicle? Comprehensive Vision Solution for In-Vehicle Gaze Estimation [paper], [code], [project], [supp]

• 2024 CVPR Unsupervised Gaze Representation Learning from Multi-view Face Images [paper], [project]

• 2024 CVPR Learning from Observer Gaze: Zero-Shot Attention Prediction Oriented by Human-Object Interaction Recognition [paper], [project]

• 2023 CVPR Gazeformer: Scalable, Effective and Fast Prediction of Goal-Directed Human Attention [paper], [Code], [arXiv], [supp]

• 2023 CVPR GazeNeRF: 3D-Aware Gaze Redirection with Neural Radiance Fields pre-trained [paper], [Code], [Video], [project]

• 2023 CVPR Source-Free Adaptive Gaze Estimation by Uncertainty Reduction [paper], [code]

• 2023 CVPR ReDirTrans: Latent-to-Latent Translation for Gaze and Head Redirection [paper], [code], [supp]

• 2022 CVPR Contrastive Regression for Domain Adaptation on Gaze Estimation [paper], [supp]

• 2022 CVPR GazeOnce: Real-Time Multi-Person Gaze Estimation [paper], [code]

• 2022 CVPR ESCNet: Gaze Target Detection With the Understanding of 3D Scenes [paper], [code], [supp]

• 2022 CVPR Generalizing Gaze Estimation With Rotation Consistency [paper]

• 2022 CVPR GaTector: A Unified Framework for Gaze Object Prediction [paper]

• 2022 CVPR Dynamic 3D Gaze From Afar: Deep Gaze Estimation From Temporal Eye-Head-Body Coordination [paper], [arXiv]

• 2022 CVPR End-to-End Human-Gaze-Target Detection With Transformers [paper], [code], [arXiv]

• 2021 CVPR Weakly-Supervised Physically Unconstrained Gaze Estimation [paper], [code], [arXiv], [supp]

• 2021 CVPR Goal-Oriented Gaze Estimation for Zero-Shot Learning [paper], [code], [arXiv]

• 2021 CVPR Glance and Gaze: Inferring Action-Aware Points for One-Stage Human-Object Interaction Detection [paper], [code], [arXiv], [supp]

• 2021 CVPR Dual Attention Guided Gaze Target Detection in the Wild [paper]

• 2022 OWLET: An automated, open-source method for infant gaze tracking using smartphone and webcam recordings [paper], [code], [info], [project]

• 2023 iCatcher+: Robust and Automated Annotation of Infants’ and Young Children’s Gaze Behavior From Videos Collected in Laboratory, Field, and Online Studies [paper]

• 2022 Analysis and novel methods for capture of normative eye-tracking data in 2.5-month old infants [paper]

• 2023 Deep-SAGA: a deep-learning-based system for automatic gaze annotation from eye-tracking data [paper], [code]

• 2023 Real-time camera-based eye gaze tracking using convolutional neural network: a case study on social media website [paper]

• 2021 A Deep Learning-Based Approach to Video-Based Eye Tracking for Human Psychophysics [paper]

• 2023 Validation of an Open Source, Remote Web-based Eye-tracking Method (WebGazer) for Research in Early Childhood [paper], [paper]

• 2023 Webcam eye tracking close to laboratory standards: Comparing a new webcam-based system and the EyeLink 1000 [paper]

• 2021 ICCV Cross-Encoder for Unsupervised Gaze Representation Learning [paper], [code], [poster]

• 2022 CVPRW Unsupervised Multi-View Gaze Representation Learning [paper], [code]

• Vulnerability of Appearance-based Gaze Estimation [paper]

• 2021 ICCV Generalizing Gaze Estimation with Outlier-guided Collaborative Adaptation [paper], [code]

• 2021 CVPRW Goo: A Dataset for Gaze Object Prediction in Retail Environments [paper], [code]

• 2022 CVPRW A Modular Multimodal Architecture for Gaze Target Prediction: Application to Privacy-Sensitive Settings [paper], [code]

• 2020 CVPR Detecting Attended Visual Targets in Video [paper], [code], [arXiv]

• 2020 WACV Offset calibration for Appearance-based gaze estimation via gaze decomposition [paper], [code], [arXiv]

• 2021 Bayesian Eye Tracking [paper]

• 2021 NeurIPS Glance-and-Gaze Vision Transformer [paper], [code], [project]

• 2020 NeurIPS Self-supervised learning through the eyes of a child. [paper], [code], [project]

• 2020 ECCV ETH-XGaze: A Large Scale Dataset for Gaze Estimation under Extreme Head Pose and Gaze Variation. [paper]

• 2020 ECCV Deep Learning-based Pupil Center Detection for Fast and Accurate Eye Tracking System. [paper], [project]

• 2022 NeurIPS Contrastive Representation Learning for Gaze Estimation [paper], [code]

• 2020 ACCV Domain Adaptation Gaze Estimation by Embedding with Prediction Consistency [paper]

• 2020 WACV Gaze Estimation for Assisted Living Environments [paper], [code], [project]

• 2020 WACV Learning to Detect Head Movement in Unconstrained Remote Gaze Estimation in the Wild [paper]

• 2020 BMVC Learning-based Region Selection for End-to-End Gaze Estimation [paper]

• 2021 MDPI Low Cost Gaze Estimation: Knowledge-Based Solutions. [paper]

• 2019 ICCV FAZE:Few-Shot Adaptive Gaze Estimation [paper], [code]

• 2020 IEEE TIP Gaze Estimation by Exploring Two-Eye Asymmetry

• 2023 ICCV DVGaze: Dual-View Gaze Estimation [paper], [code]

• 2019 CVPR Mixed Effects Neural Networks (MeNets) with Applications to Gaze Estimation [paper], [code]

• 2017 ACM InvisibleEye: Mobile Eye Tracking Using Multiple Low-Resolution Cameras and Learning-Based Gaze Estimation [paper]

• 2016 A low-cost and calibration-free gaze estimator for soft biometrics: An explorative study [paper]

• 2024 Model-Based 3D Gaze Estimation Using a TOF Camera [paper]

• 2019 AAAI RGBD Based Gaze Estimation via Multi-task CNN [paper], [code]

• 2018 TNNLS Multi-view Multi-task Gaze Estimation with Deep Convolutional Neural Networks [paper], [code]

• 2016 Fast and Accurate Algorithm for Eye Localization for Gaze Tracking in Low Resolution Images [paper], [project]

• 2017 IEEE TIP Appearance-Based Gaze Estimation via Uncalibrated Gaze Pattern Recovery [paper]

• 2022 ACCV ‘Labelling the Gaps’: A Weakly Supervised Automatic Eye Gaze Estimation [paper], [code], [paper]

• 2021 CVPRW Appearance-based Gaze Estimation using Attention and Difference Mechanism [paper]

• 2024 GAZE Spatio-Temporal Attention and Gaussian Processes for Personalized Video Gaze Estimation [paper] [code] [arXiv], [supp]

• 2024 GAZE Exploring the Zero-Shot Capabilities of Vision-Language Models for Improving Gaze Following [paper] [supp]

• 2024 GAZE Gaze Scanpath Transformer: Predicting Visual Search Target by Spatiotemporal Semantic Modeling of Gaze Scanpath [paper]

• 2024 GAZE GESCAM: A Dataset and Method on Gaze Estimation for Classroom Attention Measurement [paper] [project]

• 2023 GAZE Where are they looking in the 3D space? [paper] [supp]

• 2023 GAZE Kappa Angle Regression with Ocular Counter-Rolling Awareness for Gaze Estimation [paper] [supp]

• 2023 GAZE EFE: End-to-end Frame-to-Gaze Estimation [paper] [arXiv]

• 2023 GAZE GazeCaps: Gaze Estimation with Self-Attention-Routed Capsules [paper] [supp]

• 2022 GAZE Learning-by-Novel-View-Synthesis for Full-Face Appearance-Based 3D Gaze Estimation [paper] [video] [supp] [arXiv]

• 2022 GAZE Self-Attention with Convolution and Deconvolution for Efficient Eye Gaze Estimation from a Full Face Image [paper] [video]

• 2022 GAZE Unsupervised Multi-View Gaze Representation Learning [paper] [video]

• 2022 GAZE ScanpathNet: A Recurrent Mixture Density Network for Scanpath Prediction [paper] [video] [supp]

• 2022 GAZE One-Stage Object Referring with Gaze Estimation [paper] [video]

• 2022 GAZE Characterizing Target-absent Human Attention [paper] [video] [supp]

• 2022 GAZE A Modular Multimodal Architecture for Gaze Target Prediction: Application to Privacy-Sensitive Settings [paper] [video]

• 2024 CVIU Joint pyramidal perceptual attention and hierarchical consistency constraint for gaze estimation

• 2023 IEEE SPL MCGaze:End-to-end Video Gaze Estimation via Capturing Head-face-eye Spatial-temporal Interaction Context [paper] [code]

Other codes

• https://github.com/antoinelame/GazeTracking

• https://github.com/iitmcvg/eye-gaze

• 2021 pl_gaze_estimation https://github.com/hysts/pl_gaze_estimation

  https://github.com/hysts/pytorch_mpiigaze

  https://github.com/hysts/pytorch_mpiigaze_demo

• 2023 detect what product a shopper looks at in a retail store using single-view RGB images from a CCTV https://github.com/Varun-Tandon14/Gazed-at-object-prediction-in-retail-environment

• 2022 Pupil: Open source eye tracking platform https://github.com/pupil-labs/pupil

• 2023 Awesome Work on Gaze Estimation https://github.com/cvlab-uob/Awesome-Gaze-Estimation

• 2020 Gaze Estimation with Deep Learning https://github.com/david-wb/gaze-estimation

• 2019 Awesome Work on Gaze Estimation https://github.com/jinsz/awesome-gaze-estimation

• 2024 various gaze estimation techniques https://github.com/i-am-shreya/Eye-Gaze-Survey?tab=readme-ov-file#Eye-Gaze-Estimation

• 2018 Gaze Estimation using Deep Learning, a Tensorflow-based framework. https://github.com/swook/GazeML

• 2022 GazeEstimation-Summary https://github.com/yihuacheng/GazeEstimation-Summary

• 2019 eye localization and gaze tracking system for a single low cost camera https://github.com/ricber/Gaze-Tracker

• 2019 A webcam based pupil tracking implementation https://github.com/trishume/eyeLike

• 2022 Gaze Tracking https://github.com/antoinelame/GazeTracking

  Eye Tracking library https://github.com/antoinelame/GazeTracking

  Repository for Eye Gaze Detection and Tracking https://github.com/iitmcvg/eye-gaze

• 2020 A deep learning based gaze estimation framework implemented with PyTorch https://github.com/david-wb/gaze-estimation

[report]