most citedFactor-Informed Uncertainty Distillation for Gaze Estimation

1 citations · 1 across the 6 of their papers we have counts for

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7 papers

cs.CV20261 cited

Factor-Informed Uncertainty Distillation for Gaze Estimation

Mohammadreza Jamalifard, Yaxiong Lei, Javier Fumanal Idocin +3

Deep gaze estimation works well in controlled capture but degrades in unconstrained settings, where systems must reject unreliable predictions. Single-pass uncertainty (e.g., heter…

cs.CV2026

Coordinate Singularities Break Conformal Coverage for Gaze and Head Pose

Mohammadreza Jamalifard, Yaxiong Lei, Parastoo Azizinezhad +1

Conformal prediction provides distribution-free reliability guarantees for vision systems, but these guarantees depend on how prediction errors are measured in the output space. Ma…

cs.HC2026

GazeSync: A Mobile Eye-Tracking Tool for Analyzing Visual Attention on Dynamically Manipulated Content

Yaxiong Lei, Rishab Talwar, Shijing He +5

Conventional mobile eye-tracking maps gaze to static screen coordinates, failing to capture user attention when content is dynamic. As users pinch, zoom, and rotate images, static…

cs.HC2026

GazeCode: Recall-Based Verification for Higher-Quality In-the-Wild Mobile Gaze Data Collection

Yaxiong Lei, Thomas Davies, Xinya Gong +2

Large-scale mobile gaze estimation relies on in-the-wild datasets, yet unsupervised collection makes it difficult to verify whether participants truly foveate logged targets. Prior…

cs.HC2026

TinyGaze: Lightweight Gaze-Gesture Recognition on Commodity Mobile Devices

Yaxiong Lei, Hyochan Cho, Fergus Buchanan +4

Gaze gestures can provide hands free input on mobile devices, but practical use requires (i) gestures users can learn and recall and (ii) recognition models that are efficient enou…

cs.HC2026

A Neuro-Symbolic System for Interpretable Multimodal Physiological Signals Integration in Human Fatigue Detection

Mohammadreza Jamalifard, Yaxiong Lei, Parasto Azizinezhad +2

We propose a neuro-symbolic architecture that learns four interpretable physiological concepts, oculomotor dynamics, gaze stability, prefrontal hemodynamics, and multimodal, from e…