Human Gaze Assisted Artificial Intelligence: A Review

Author:

Zhang Ruohan1,Saran Akanksha1,Liu Bo1,Zhu Yifeng1,Guo Sihang1,Niekum Scott1,Ballard Dana1,Hayhoe Mary1

Affiliation:

1. The University of Texas at Austin

Abstract

Human gaze reveals a wealth of information about internal cognitive state. Thus, gaze-related research has significantly increased in computer vision, natural language processing, decision learning, and robotics in recent years. We provide a high-level overview of the research efforts in these fields, including collecting human gaze data sets, modeling gaze behaviors, and utilizing gaze information in various applications, with the goal of enhancing communication between these research areas. We discuss future challenges and potential applications that work towards a common goal of human-centered artificial intelligence.

Publisher

International Joint Conferences on Artificial Intelligence Organization

Cited by 26 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. HDDA: Human-perception-centric Deepfake Detection Adapter;2024 International Joint Conference on Neural Networks (IJCNN);2024-06-30

2. Gaze analysis: A survey on its applications;Image and Vision Computing;2024-04

3. Self-Calibrating Gaze Estimation With Optical Axes Projection for Head-Mounted Eye Tracking;IEEE Transactions on Industrial Informatics;2024-02

4. Self-Calibrating Gaze Estimation via Matching Spatio-Temporal Reading Patterns and Eye-Feature Patterns;IEEE Transactions on Industrial Informatics;2024

5. Effect of Tool Specificity on the Performance of DNN-Based Saliency Prediction Methods;2023 15th International Congress on Advanced Applied Informatics Winter (IIAI-AAI-Winter);2023-12-11

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