Research map / Video / Video segmentation and tracking
Gaze Prediction in Dynamic 360° Immersive Videos
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Predict gaze displacement rather than future coordinates directly | Gaze prediction model · Dynamic 360° video test set | MIAE: 30.72 -> 20.96 | Helped |
| Add optical-flow temporal saliency (ablation) | Proposed gaze prediction method · Dynamic 360° video test set | intersection angle error | Helped |
| Add saliency maps to the saliency encoder inputs (ablation) | Proposed gaze prediction method · Dynamic 360° video test set | intersection angle error | Helped |
| Add RGB images to the saliency encoder inputs (ablation) | Proposed gaze prediction method · Dynamic 360° video test set | intersection angle error | Helped |
| Add local-scale inputs (ablation) | Proposed gaze prediction method · Dynamic 360° video test set | intersection angle error | Helped |
| Add FoV-scale inputs (ablation) | Proposed gaze prediction method · Dynamic 360° video test set | intersection angle error | Helped |
| Add global-scale inputs (ablation) | Proposed gaze prediction method · Dynamic 360° video test set | intersection angle error | Helped |
| Add the saliency encoder to the trajectory encoder (ablation) | Gaze prediction model · Dynamic 360° video test set | intersection angle error | Helped |
| Add the trajectory encoder to the saliency encoder (ablation) | Gaze prediction model · Dynamic 360° video test set | intersection angle error | Helped |
Closest papers by meaning
- GazeFlow: From Human Gaze Behavior to Generative Egocentric Gaze Prediction (NeurIPS 2026 · similarity 0.85)
- Gaze Beyond the Frame: Forecasting Egocentric 3D Visual Span (NeurIPS 2025 · similarity 0.84)
- EyEar: Learning Audio Synchronized Human Gaze Trajectory Based on Physics-Informed Dynamics (AAAI 2025 · similarity 0.84)
- ST-DiffEye: Diffusion-based Continuous Gaze Generation via Joint Scanpath-Trajectory Modeling (NeurIPS 2026 · similarity 0.84)
- DiVa-360: The Dynamic Visual Dataset for Immersive Neural Fields (CVPR 2024 · similarity 0.83)
- ViewPoint: Panoramic Video Generation with Pretrained Diffusion Models (NeurIPS 2025 · similarity 0.83)
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