GazeDirector: Fully Articulated Eye Gaze Redirection in Video
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Abstract (arXiv)
We present GazeDirector, a new approach for eye gaze redirection that uses model-fitting. Our method first tracks the eyes by fitting a multi-part eye region model to video frames using analysis-by-synthesis, thereby recovering eye region shape, texture, pose, and gaze simultaneously. It then redirects gaze by 1) warping the eyelids from the original image using a model-derived flow field, and 2) rendering and compositing synthesized 3D eyeballs onto the output image in a photorealistic manner. GazeDirector allows us to change where people are looking without person-specific training data, and with full articulation, i.e. we can precisely specify new gaze directions in 3D. Quantitatively, we evaluate both model-fitting and gaze synthesis, with experiments for gaze estimation and redirection on the Columbia gaze dataset. Qualitatively, we compare GazeDirector against recent work on gaze redirection, showing better results especially for large redirection angles. Finally, we demonstrate gaze redirection on YouTube videos by introducing new 3D gaze targets and by manipulating visual behavior.
Key facts. Cited by 14 papers in the map (data through 14 Oct 2026). First posted on arXiv 27 Apr 2017.
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Citing papers per year: 2021: 4; 2022: 4; 2023: 3; 2024: 1; 2025: 1; 2026: 1.
14 papers.
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- 2021GAN Inversion: A Surveycited by 367
- 2021Automatic Gaze Analysis: A Survey of Deep Learning based Approachescited by 33
- 2022GazeNeRF: 3D-Aware Gaze Redirection with Neural Radiance Fieldscited by 12
- 2021MTGLS: Multi-Task Gaze Estimation with Limited Supervisioncited by 10
- 2022Free-HeadGAN: Neural Talking Head Synthesis with Explicit Gaze Controlcited by 10
- 2024GazeGaussian: High-Fidelity Gaze Redirection with 3D Gaussian Splattingcited by 9
- 2023ReDirTrans: Latent-to-Latent Translation for Gaze and Head Redirectioncited by 6
- 2021CUDA-GHR: Controllable Unsupervised Domain Adaptation for Gaze and Head Redirectioncited by 5
- 2022Unsupervised High-Resolution Portrait Gaze Correction and Animationcited by 5
- 2022'Labelling the Gaps': A Weakly Supervised Automatic Eye Gaze Estimationcited by 0
- 2023EyeBAG: Accurate Control of Eye Blink and Gaze Based on Data Augmentation Leveraging Style Mixingcited by 0
- 2023Angle Range and Identity Similarity Enhanced Gaze and Head Redirection based on Synthetic datacited by 0
- 2026GazePrior: Zero-Shot AR/VR Eye Tracking via Learned 3D Gaze Reconstruction21 May 2026
- 2025PrivateXR: Defending Privacy Attacks in Extended Reality Through Explainable AI-Guided Differential Privacy18 Dec 2025
- 2024GazeGaussian: High-Fidelity Gaze Redirection with 3D Gaussian Splatting20 Nov 2024
- 2023Angle Range and Identity Similarity Enhanced Gaze and Head Redirection based on Synthetic data11 Sep 2023
- 2023EyeBAG: Accurate Control of Eye Blink and Gaze Based on Data Augmentation Leveraging Style Mixing30 Jun 2023
- 2023ReDirTrans: Latent-to-Latent Translation for Gaze and Head Redirection19 May 2023
- 2022GazeNeRF: 3D-Aware Gaze Redirection with Neural Radiance Fields8 Dec 2022
- 2022Free-HeadGAN: Neural Talking Head Synthesis with Explicit Gaze Control3 Aug 2022
- 2022'Labelling the Gaps': A Weakly Supervised Automatic Eye Gaze Estimation3 Aug 2022
- 2022Unsupervised High-Resolution Portrait Gaze Correction and Animation1 Jul 2022
- 2021MTGLS: Multi-Task Gaze Estimation with Limited Supervision23 Oct 2021
- 2021Automatic Gaze Analysis: A Survey of Deep Learning based Approaches12 Aug 2021
2 more
- 2021CUDA-GHR: Controllable Unsupervised Domain Adaptation for Gaze and Head Redirection21 Jun 2021
- 2021GAN Inversion: A Survey14 Jan 2021
- 2021GAN Inversion: A Surveycited by 367
- 2021Automatic Gaze Analysis: A Survey of Deep Learning based Approachescited by 33
- 2022GazeNeRF: 3D-Aware Gaze Redirection with Neural Radiance Fieldscited by 12
- 2021MTGLS: Multi-Task Gaze Estimation with Limited Supervisioncited by 10
- 2022Free-HeadGAN: Neural Talking Head Synthesis with Explicit Gaze Controlcited by 10
- 2024GazeGaussian: High-Fidelity Gaze Redirection with 3D Gaussian Splattingcited by 9
- 2023ReDirTrans: Latent-to-Latent Translation for Gaze and Head Redirectioncited by 6
- 2021CUDA-GHR: Controllable Unsupervised Domain Adaptation for Gaze and Head Redirectioncited by 5
- 2022Unsupervised High-Resolution Portrait Gaze Correction and Animationcited by 5
- 2022'Labelling the Gaps': A Weakly Supervised Automatic Eye Gaze Estimationcited by 0
- 2023EyeBAG: Accurate Control of Eye Blink and Gaze Based on Data Augmentation Leveraging Style Mixingcited by 0
- 2023Angle Range and Identity Similarity Enhanced Gaze and Head Redirection based on Synthetic datacited by 0
12 most cited of 14 All 14 (JSON)
- 2026GazePrior: Zero-Shot AR/VR Eye Tracking via Learned 3D Gaze Reconstruction21 May 2026
- 2025PrivateXR: Defending Privacy Attacks in Extended Reality Through Explainable AI-Guided Differential Privacy18 Dec 2025
- 2024GazeGaussian: High-Fidelity Gaze Redirection with 3D Gaussian Splatting20 Nov 2024
- 2023Angle Range and Identity Similarity Enhanced Gaze and Head Redirection based on Synthetic data11 Sep 2023
- 2023EyeBAG: Accurate Control of Eye Blink and Gaze Based on Data Augmentation Leveraging Style Mixing30 Jun 2023
- 2023ReDirTrans: Latent-to-Latent Translation for Gaze and Head Redirection19 May 2023
- 2022GazeNeRF: 3D-Aware Gaze Redirection with Neural Radiance Fields8 Dec 2022
- 2022Free-HeadGAN: Neural Talking Head Synthesis with Explicit Gaze Control3 Aug 2022
- 2022'Labelling the Gaps': A Weakly Supervised Automatic Eye Gaze Estimation3 Aug 2022
- 2022Unsupervised High-Resolution Portrait Gaze Correction and Animation1 Jul 2022
- 2021MTGLS: Multi-Task Gaze Estimation with Limited Supervision23 Oct 2021
- 2021Automatic Gaze Analysis: A Survey of Deep Learning based Approaches12 Aug 2021
12 newest of 14 All 14 (JSON)