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Rationales in the form of manually annotated input spans usually serve as ground truth when evaluating explainability methods in NLP. They are, however, time-consuming and often biased by the annotation process. In this paper, we debate…

Computation and Language · Computer Science 2024-03-01 Stephanie Brandl , Oliver Eberle , Tiago Ribeiro , Anders Søgaard , Nora Hollenstein

Attention can be used to inform choice selection in contextual bandit tasks even when context features have not been previously experienced. One example of this is in dimensional shifts, where additional feature values are introduced and…

Machine Learning · Computer Science 2025-05-16 Tailia Malloy , Roderick Seow , Cleotilde Gonzalez

A small subset of explainability techniques developed initially for image recognition models has recently been applied for interpretability of 3D Convolutional Neural Network models in activity recognition tasks. Much like the models…

Machine Learning · Computer Science 2020-04-02 Liam Hiley , Alun Preece , Yulia Hicks , Supriyo Chakraborty , Prudhvi Gurram , Richard Tomsett

Understanding the decision process underlying gaze control is an important question in cognitive neuroscience with applications in diverse fields ranging from psychology to computer vision. The decision for choosing an upcoming saccade…

Neurons and Cognition · Quantitative Biology 2021-01-27 Noa Malem-Shinitski , Manfred Opper , Sebastian Reich , Lisa Schwetlick , Stefan A. Seelig , Ralf Engbert

Recent advancements in eye tracking technology are driving the adoption of gaze-assisted interaction as a rich and accessible human-computer interaction paradigm. Gaze-assisted interaction serves as a contextual, non-invasive, and explicit…

Human-Computer Interaction · Computer Science 2018-03-14 Vijay Rajanna , Tracy Hammond

In product search, users tend to browse results on multiple search result pages (SERPs) (e.g., for queries on clothing and shoes) before deciding which item to purchase. Users' clicks can be considered as implicit feedback which indicates…

Information Retrieval · Computer Science 2020-01-10 Keping Bi , Choon Hui Teo , Yesh Dattatreya , Vijai Mohan , W. Bruce Croft

Despite a revolution in the pervasiveness of video cameras in our daily lives, one of the most meaningful forms of nonverbal affective communication, interpersonal eye gaze, i.e. eye gaze relative to a conversation partner, is not available…

Computer Vision and Pattern Recognition · Computer Science 2020-01-22 Minh Tran , Taylan Sen , Kurtis Haut , Mohammad Rafayet Ali , Mohammed Ehsan Hoque

Predicting gaze behavior in virtual reality environments remains a significant challenge with implications for rendering optimization and interface design. This paper introduces a multimodal approach to VR gaze prediction that combines…

Computer Vision and Pattern Recognition · Computer Science 2025-11-26 Farhaan Ebadulla , Chiraag Mudlpaur , Shreya Chaurasia , Gaurav BV

Gaze tracking is increasingly becoming an essential component in Augmented and Virtual Reality. Modern gaze tracking al gorithms are heavyweight; they operate at most 5 Hz on mobile processors despite that near-eye cameras comfortably…

Human-Computer Interaction · Computer Science 2022-01-20 Yu Feng , Nathan Goulding-Hotta , Asif Khan , Hans Reyserhove , Yuhao Zhu

Relevance is an underlying concept in the field of Information Science and Retrieval. It is a cognitive notion consisting of several different criteria or dimensions. Theoretical models of relevance allude to interdependence between these…

Information Retrieval · Computer Science 2019-07-26 Sagar Uprety , Shahram Dehdashti , Lauren Fell , Peter Bruza , Dawei Song

This study evaluates a smartphone-based, deep-learning eye-tracking algorithm by comparing its performance against a commercial infrared-based eye tracker, the Tobii Pro Nano. The aim is to investigate the feasibility of appearance-based…

Computer Vision and Pattern Recognition · Computer Science 2025-06-24 Nishan Gunawardena , Gough Yumu Lui , Bahman Javadi , Jeewani Anupama Ginige

In gaze based Human-Robot Interaction (HRI), it is important to determine the human intention for further interaction. The gaze intention is often modelled as fixation. However, when looking at an object, it is not natural and it is…

Robotics · Computer Science 2019-09-18 Lei Shi , Cosmin Copot , Steve Vanlanduit

Gaze estimation is pivotal in human scene comprehension tasks, particularly in medical diagnostic analysis. Eye-tracking technology facilitates the recording of physicians' ocular movements during image interpretation, thereby elucidating…

Computer Vision and Pattern Recognition · Computer Science 2024-08-13 Shaonan Liu , Wenting Chen , Jie Liu , Xiaoling Luo , Linlin Shen

Accessing visual information is crucial yet challenging for people with low vision due to visual conditions like low visual acuity and limited visual fields. However, unlike blind people, low vision people have and prefer using their…

Human-Computer Interaction · Computer Science 2025-08-06 Ru Wang , Ruijia Chen , Anqiao Erica Cai , Zhiyuan Li , Sanbrita Mondal , Yuhang Zhao

Eye-gaze tracking research offers significant promise in enhancing various healthcare-related tasks, above all in medical image analysis and interpretation. Eye tracking, a technology that monitors and records the movement of the eyes,…

Image and Video Processing · Electrical Eng. & Systems 2024-03-13 Sahar Moradizeyveh , Mehnaz Tabassum , Sidong Liu , Robert Ahadizad Newport , Amin Beheshti , Antonio Di Ieva

Imitation learning for acquiring generalizable policies often requires a large volume of demonstration data, making the process significantly costly. One promising strategy to address this challenge is to leverage the cognitive and…

Robotics · Computer Science 2025-06-09 Yutaro Ishida , Takamitsu Matsubara , Takayuki Kanai , Kazuhiro Shintani , Hiroshi Bito

We explore techniques for eye gaze estimation using machine learning. Eye gaze estimation is a common problem for various behavior analysis and human-computer interfaces. The purpose of this work is to discuss various model types for eye…

Computer Vision and Pattern Recognition · Computer Science 2022-08-01 Aveena Kottwani , Ayush Kumar

Eye movements are intricate and dynamic events that contain a wealth of information about the subject and the stimuli. We propose an abstract representation of eye movements that preserve the important nuances in gaze behavior while being…

Computer Vision and Pattern Recognition · Computer Science 2020-10-27 Louise Gillian C. Bautista , Prospero C. Naval

Carousel interfaces are widely used in e-commerce and streaming services, but little research has been devoted to them. Previous studies of interfaces for presenting search and recommendation results have focused on single ranked lists, but…

Robotic manipulators are increasingly used to assist individuals with mobility impairments in object retrieval. However, the predominant joystick-based control interfaces can be challenging due to high precision requirements and unintuitive…

Robotics · Computer Science 2025-10-28 Zitiantao Lin , Yongpeng Sang , Yang Ye