activity
20232026
most citedZero-Shot Segmentation of Eye Features Using the Segment Anything Model (SAM)

11 citations · 33 across the 10 of their papers we have counts for

collaborators

11 papers

cs.LG2026

The Language of Looking: Motion Tokens Reveal Domain-Dependent Local Structure in Gaze Sequences

Virmarie Maquiling, Enkelejda Kasneci

Human gaze is the primary high-bandwidth interface through which we parse the semantics of our environment. While often modeled as a sequence, the degree to which gaze exhibits tra…

cs.CV2026

Motion-Based Tokenization for Cross-Dataset Egocentric Gaze Modeling

Virmarie Maquiling, Zhuojiang Cai, Enkelejda Kasneci

Gaze is increasingly used as an input signal for vision and multimodal models, yet no consensus exists on how to represent it across datasets. Raw traces preserve detail but are no…

cs.HC2026

VIVA Stimuli: A Web-Based Platform for Eye Tracking Stimuli

Suleyman Ozdel, Virmarie Maquiling, Kadir Burak Buldu +2

Reproducibility in eye-tracking research is increasingly important as researchers conduct diverse experiments and seek to validate or replicate findings. However, exact replication…

cs.HC2026

As Far as Eye See: Vergence-Pupil Coupling in Near-Far Depth Switching

Virmarie Maquiling, Yasmeen Abdrabou, Enkelejda Kasneci

Vergence is widely used as a proxy for depth perception and spatial attention in immersive and real-world eye-tracking studies. In this paper, we investigate how pupil size artefac…

cs.CV2026

Night Eyes: A Reproducible Framework for Constellation-Based Corneal Reflection Matching

Virmarie Maquiling, Yasmeen Abdrabou, Enkelejda Kasneci

Corneal reflection (glint) detection plays an important role in pupil-corneal reflection (P-CR) eye tracking, but in practice it is often handled as heuristics embedded within larg…

cs.HC2024★ 1 cited

Imperceptible Gaze Guidance Through Ocularity in Virtual Reality

Virmarie Maquiling, Li Zhaoping, Enkelejda Kasneci

We introduce to VR a novel imperceptible gaze guidance technique from a recent discovery that human gaze can be attracted to a cue that contrasts from the background in its percept…

cs.CV2024★ 1 cited

Zero-Shot Pupil Segmentation with SAM 2: A Case Study of Over 14 Million Images

Virmarie Maquiling, Sean Anthony Byrne, Diederick C. Niehorster +2

We explore the transformative potential of SAM 2, a vision foundation model, in advancing gaze estimation and eye tracking technologies. By significantly reducing annotation time,…

cs.HC2024★ 4 cited

Introduction to Eye Tracking: A Hands-On Tutorial for Students and Practitioners

Enkelejda Kasneci, Hong Gao, Suleyman Ozdel +6

Eye-tracking technology is widely used in various application areas such as psychology, neuroscience, marketing, and human-computer interaction, as it is a valuable tool for unders…

cs.CV2023★ 11 cited

Zero-Shot Segmentation of Eye Features Using the Segment Anything Model (SAM)

Virmarie Maquiling, Sean Anthony Byrne, Diederick C. Niehorster +2

The advent of foundation models signals a new era in artificial intelligence. The Segment Anything Model (SAM) is the first foundation model for image segmentation. In this study,…

cs.CV2023★ 7 cited

LEyes: A Lightweight Framework for Deep Learning-Based Eye Tracking using Synthetic Eye Images

Sean Anthony Byrne, Virmarie Maquiling, Marcus Nyström +2

Deep learning has bolstered gaze estimation techniques, but real-world deployment has been impeded by inadequate training datasets. This problem is exacerbated by both hardware-ind…

cs.CV2023★ 9 cited

Precise localization of corneal reflections in eye images using deep learning trained on synthetic data

Sean Anthony Byrne, Marcus Nyström, Virmarie Maquiling +2

We present a deep learning method for accurately localizing the center of a single corneal reflection (CR) in an eye image. Unlike previous approaches, we use a convolutional neura…