Gaze-Contingent Ocular Parallax Rendering for Virtual Reality
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Abstract (arXiv)
Immersive computer graphics systems strive to generate perceptually realistic user experiences. Current-generation virtual reality (VR) displays are successful in accurately rendering many perceptually important effects, including perspective, disparity, motion parallax, and other depth cues. In this article, we introduce ocular parallax rendering, a technology that accurately renders small amounts of gaze-contingent parallax capable of improving depth perception and realism in VR. Ocular parallax describes the small amounts of depth-dependent image shifts on the retina that are created as the eye rotates. The effect occurs because the centers of rotation and projection of the eye are not the same. We study the perceptual implications of ocular parallax rendering by designing and conducting a series of user experiments. Specifically, we estimate perceptual detection and discrimination thresholds for this effect and demonstrate that it is clearly visible in most VR applications. Additionally, we show that ocular parallax rendering provides an effective ordinal depth cue and it improves the impression of realistic depth in VR.
Key facts. Cited by 20 papers in the map (data through 7 Oct 2026). First posted on arXiv 24 Jun 2019.
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Citing papers per year: 2021: 3; 2022: 4; 2023: 5; 2024: 3; 2025: 3; 2026: 2.
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- 2021FoV-NeRF: Foveated Neural Radiance Fields for Virtual Realitycited by 79
- 2021Generalizing Gaze Estimation with Outlier-guided Collaborative Adaptationcited by 42
- 2025VRSplat: Fast and Robust Gaussian Splatting for Virtual Realitycited by 17
- 2024GazeGPT: Augmenting Human Capabilities using Gaze-contingent Contextual AI for Smart Eyewearcited by 15
- 2023Eye-tracked Virtual Reality: A Comprehensive Survey on Methods and Privacy Challengescited by 12
- 20223DGazeNet: Generalizing Gaze Estimation with Weak-Supervision from Synthetic Viewscited by 11
- 2024FAPNet: An Effective Frequency Adaptive Point-based Eye Trackercited by 6
- 2025Exploring Temporal Dynamics in Event-based Eye Trackercited by 6
- 2022FreeGaze: Resource-efficient Gaze Estimation via Frequency Domain Contrastive Learningcited by 5
- 2023UVAGaze: Unsupervised 1-to-2 Views Adaptation for Gaze Estimationcited by 5
- 2021Gaze Estimation with Eye Region Segmentation and Self-Supervised Multistream Learningcited by 3
- 2025Differential Contrastive Training for Gaze Estimationcited by 3
8 more
- 2023PCFGaze: Physics-Consistent Feature for Appearance-based Gaze Estimationcited by 2
- 2022A Novel Light Field Coding Scheme Based on Deep Belief Network & Weighted Binary Images for Additive Layered Displayscited by 0
- 2022Slippage-robust Gaze Tracking for Near-eye Displaycited by 0
- 2023Semi-supervised Contrastive Regression for Estimation of Eye Gazecited by 0
- 2023Fixation-based Self-calibration for Eye Tracking in VR Headsetscited by 0
- 2024ELF-UA: Efficient Label-Free User Adaptation in Gaze Estimationcited by 0
- 2026See Through the Noise: Improving Domain Generalization in Gaze Estimationcited by 0
- 2026Automatic Field-of-View Adjustment for a View-Expansive Microscope via LSTM-Based Gaze and Pipette Motion Interpretationcited by 0
- 2026Automatic Field-of-View Adjustment for a View-Expansive Microscope via LSTM-Based Gaze and Pipette Motion Interpretation11 Aug 2026
- 2026See Through the Noise: Improving Domain Generalization in Gaze Estimation17 Apr 2026
- 2025VRSplat: Fast and Robust Gaussian Splatting for Virtual Reality15 May 2025
- 2025Exploring Temporal Dynamics in Event-based Eye Tracker31 Mar 2025
- 2025Differential Contrastive Training for Gaze Estimation27 Feb 2025
- 2024ELF-UA: Efficient Label-Free User Adaptation in Gaze Estimation13 Jun 2024
- 2024FAPNet: An Effective Frequency Adaptive Point-based Eye Tracker5 Jun 2024
- 2024GazeGPT: Augmenting Human Capabilities using Gaze-contingent Contextual AI for Smart Eyewear30 Jan 2024
- 2023UVAGaze: Unsupervised 1-to-2 Views Adaptation for Gaze Estimation25 Dec 2023
- 2023Fixation-based Self-calibration for Eye Tracking in VR Headsets1 Nov 2023
- 2023PCFGaze: Physics-Consistent Feature for Appearance-based Gaze Estimation5 Sep 2023
- 2023Semi-supervised Contrastive Regression for Estimation of Eye Gaze5 Aug 2023
8 more
- 2023Eye-tracked Virtual Reality: A Comprehensive Survey on Methods and Privacy Challenges23 May 2023
- 20223DGazeNet: Generalizing Gaze Estimation with Weak-Supervision from Synthetic Views6 Dec 2022
- 2022Slippage-robust Gaze Tracking for Near-eye Display20 Oct 2022
- 2022A Novel Light Field Coding Scheme Based on Deep Belief Network & Weighted Binary Images for Additive Layered Displays4 Oct 2022
- 2022FreeGaze: Resource-efficient Gaze Estimation via Frequency Domain Contrastive Learning14 Sep 2022
- 2021Gaze Estimation with Eye Region Segmentation and Self-Supervised Multistream Learning15 Dec 2021
- 2021Generalizing Gaze Estimation with Outlier-guided Collaborative Adaptation29 Jul 2021
- 2021FoV-NeRF: Foveated Neural Radiance Fields for Virtual Reality30 Mar 2021
- 2021FoV-NeRF: Foveated Neural Radiance Fields for Virtual Realitycited by 79
- 2021Generalizing Gaze Estimation with Outlier-guided Collaborative Adaptationcited by 42
- 2025VRSplat: Fast and Robust Gaussian Splatting for Virtual Realitycited by 17
- 2023Eye-tracked Virtual Reality: A Comprehensive Survey on Methods and Privacy Challengescited by 12
- 20223DGazeNet: Generalizing Gaze Estimation with Weak-Supervision from Synthetic Viewscited by 11
- 2024FAPNet: An Effective Frequency Adaptive Point-based Eye Trackercited by 6
- 2025Exploring Temporal Dynamics in Event-based Eye Trackercited by 6
- 2022FreeGaze: Resource-efficient Gaze Estimation via Frequency Domain Contrastive Learningcited by 5
- 2023UVAGaze: Unsupervised 1-to-2 Views Adaptation for Gaze Estimationcited by 5
- 2021Gaze Estimation with Eye Region Segmentation and Self-Supervised Multistream Learningcited by 3
- 2025Differential Contrastive Training for Gaze Estimationcited by 3
- 2023PCFGaze: Physics-Consistent Feature for Appearance-based Gaze Estimationcited by 2
12 most cited of 19 All 19 (JSON)
- 2026Automatic Field-of-View Adjustment for a View-Expansive Microscope via LSTM-Based Gaze and Pipette Motion Interpretation11 Aug 2026
- 2026See Through the Noise: Improving Domain Generalization in Gaze Estimation17 Apr 2026
- 2025VRSplat: Fast and Robust Gaussian Splatting for Virtual Reality15 May 2025
- 2025Exploring Temporal Dynamics in Event-based Eye Tracker31 Mar 2025
- 2025Differential Contrastive Training for Gaze Estimation27 Feb 2025
- 2024ELF-UA: Efficient Label-Free User Adaptation in Gaze Estimation13 Jun 2024
- 2024FAPNet: An Effective Frequency Adaptive Point-based Eye Tracker5 Jun 2024
- 2023UVAGaze: Unsupervised 1-to-2 Views Adaptation for Gaze Estimation25 Dec 2023
- 2023Fixation-based Self-calibration for Eye Tracking in VR Headsets1 Nov 2023
- 2023PCFGaze: Physics-Consistent Feature for Appearance-based Gaze Estimation5 Sep 2023
- 2023Semi-supervised Contrastive Regression for Estimation of Eye Gaze5 Aug 2023
- 2023Eye-tracked Virtual Reality: A Comprehensive Survey on Methods and Privacy Challenges23 May 2023
12 newest of 19 All 19 (JSON)