Papers Gaze Estimation
“Gaze Estimation” 태그가 달린 논문 299편 · 필터 해제
TransGaze-Object: Transformer Based Driver Gaze Object Prediction Framework in Real Driving
Driver gaze provides information regarding driver visual attention and situational awareness to the surrounding traffic. Existing driver gaze estimation studies represent gaze in terms of gaze zone or gaze vector/point-o…
Gaze EstimationMarker-free eye-gaze estimation using a single image and depth from defocus
This paper presents a marker-free eye-gaze estimation approach using a single 2D camera, such as an integrated laptop webcam. The gaze-related features are estimated from iris localization and head pose estimated by usin…
Gaze EstimationGaze Target Estimation Anywhere with Concepts
Estimating human gaze targets from images in-the-wild is an important and formidable task. Existing approaches primarily employ brittle, multi-stage pipelines that require explicit inputs, like head bounding boxes and hu…
Gaze Target EstimationGaze EstimationFactor-Informed Uncertainty Distillation for Gaze Estimation
Deep gaze estimation works well in controlled capture but degrades in unconstrained settings, where systems must reject unreliable predictions. Single-pass uncertainty (e.g., heteroscedastic regression) infers uncertaint…
Gaze EstimationTextGaze: Prompting Gaze Target Estimation with Textual Scene Cues
Gaze target estimation aims to infer the position of a person's gaze within a scene. Within mainstream design logic, multi-branch methods require extra supervision and annotations, while streamlined designs prioritize lo…
Gaze Target EstimationGaze EstimationPAGE: Towards Practical Human-level Gaze Target Estimation
Gaze target estimation, the task of predicting where a person is looking in a scene, is crucial to understanding human attention and intent. It is a challenging task that combines high-level understanding of global scene…
Gaze Target EstimationSpatial ReasoningGaze EstimationBinocular Gaze Estimation with Single Camera and Single Light Source
According to commonly consented theories, the minimum hardware requirement for gaze tracker is one camera and two light sources to realize gaze estimation with free head movements. However, in some scenarios such as eye …
Gaze EstimationHow Much Future Helps? A Controlled Study of Future-Privileged Supervision for Causal Egocentric Gaze Estimation
Egocentric gaze estimation is commonly studied using models that process the full video with access to future frames, while real-world applications require strictly causal, online prediction. This discrepancy raises key …
Gaze EstimationAA: A Multi-view Multimodal Dataset for Screen-based Gaze Estimation
We present AA, a multi-view multimodal dataset for screen-based gaze estimation. The dataset captures synchronized facial observations from eight fixed screen-mounted cameras and two additional side-view cameras, paired …
Gaze EstimationMulti-scale Object-Aware Gaze Estimation via Geometric Reasoning
Gaze target estimation aims to predict the semantic object an observer fixates upon within an image, a task deeply rooted in the object-oriented nature of human gaze. Observers tend to select a specific semantic entity a…
Gaze Target EstimationGaze EstimationSemi-Supervised Gaze Estimation via Disentangled Subspace Contrastive Learning
Appearance-based gaze estimation always suffers from poor generalization due to limited annotated samples and insufficient dataset diversity. Leading approaches adopt weakly supervised learning to generate large-scale ps…
Domain GeneralizationContrastive LearningGaze EstimationLow Latency Gaze Tracking via Latent Optical Sensing
We present a real-time gaze tracking system that directly acquires task-relevant latent features using a fully passive optical encoder. Instead of forming and processing full-resolution images, our approach leverages a m…
Gaze EstimationLISA: Language-guided Interference-aware Spatial-Frequency Attention for Driver Gaze Estimation
Driver gaze estimation serves as a fundamental metric for evaluating driver attentiveness in modern monitoring systems. Beyond being vulnerable to sudden lighting changes and sensor noise, spatial-domain models struggle …
Gaze EstimationPicoEyes: Unified Gaze Estimation Framework for Mixed Reality with a Large-Scale Multi-View Dataset
We present PicoEyes, a unified gaze estimation framework that directly predicts all key attributes of gaze, including 3D eye parameters, eye-region segmentation, optical axis, visual axis, and depth maps, from either mon…
Gaze EstimationGaze4HRI: Zero-shot Benchmarking Gaze Estimation Neural-Networks for Human-Robot Interaction
While zero-shot appearance-based 3D gaze estimation offers significant cost-efficiency by directly mapping RGB images to gaze vectors, its reliability in Human-Robot Interaction (HRI) settings remains uncertain. Existing…
Gaze EstimationGMGaze: MoE-Based Context-Aware Gaze Estimation with CLIP and Multiscale Transformer
Gaze estimation methods commonly use facial appearances to predict the direction of a person gaze. However, previous studies show three major challenges with convolutional neural network (CNN)-based, transformer-based, a…
Domain AdaptationGaze EstimationSGAP-Gaze: Scene Grid Attention Based Point-of-Gaze Estimation Network for Driver Gaze
Driver gaze estimation is essential for understanding the driver's situational awareness of surrounding traffic. Existing gaze estimation models use driver facial information to predict the Point-of-Gaze (PoG) or the 3D …
Gaze EstimationSee Through the Noise: Improving Domain Generalization in Gaze Estimation
Generalizable gaze estimation methods have garnered increasing attention due to their critical importance in real-world applications and have achieved significant progress. However, they often overlook the effect of labe…
Domain GeneralizationGaze EstimationInvestigating Bias and Fairness in Appearance-based Gaze Estimation
While appearance-based gaze estimation has achieved significant improvements in accuracy and domain adaptation, the fairness of these systems across different demographic groups remains largely unexplored. To date, there…
Domain AdaptationGaze EstimationRapidly deploying on-device eye tracking by distilling visual foundation models
Eye tracking (ET) plays a critical role in augmented and virtual reality applications. However, rapidly deploying high-accuracy, on-device gaze estimation for new products remains challenging because hardware configurati…
Gaze Estimation