journal article·2021Open access

Eye Gaze Detection Based on Computational Visual Perception and Facial Landmarks

Debajit Datta, Pramod Kumar Maurya, Kathiravan Srinivasan, Chuan-Yu Chang, Rishav Agarwal, Ishita Tuteja, V. Bhavyashri Vedula

Computers, Materials & Continua· Volume 68· Issue 2

Abstract

The pandemic situation in 2020 brought about a ‘digitized new normal’ and created various issues within the current education systems. One of the issues is the monitoring of students during online examination situations. A system to determine the student’s eye gazes during an examination can help to eradicate malpractices. In this work, we track the users’ eye gazes by incorporating twelve facial landmarks around both eyes in conjunction with computer vision and the HAAR classifier. We aim to implement eye gaze detection by considering facial landmarks with two different Convolutional Neural Network (CNN) models, namely the AlexNet model and the VGG16 model. The proposed system outperforms the traditional eye gaze detection system which only uses computer vision and the HAAR classifier in several evaluation metric scores. The proposed system is accurate without the need for complex hardware. Therefore, it can be implemented in educational institutes for the fair conduct of examinations, as well as in other instances where eye gaze detection is required.
Source: openalex_inverted_index · Quality: baseline

Research context

OpenAlex topics: Gaze Tracking and Assistive Technology · Retinal and Optic Conditions · Retinal Imaging and Analysis

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

References (30)

Show source-provided references
1. Products and movie recommendation system for social networking sites
2. Facial expression recognition based on landmarks
3. Eye gaze tracking for detecting non-verbal communication in meeting environments
4. Differences in facial expressions between spontaneous and posed smiles: Automated method by action units and three-dimensional facial landmarks10.3390/s20041199 ↗
5. An eye-tracking system based on inner corner-pupil center vector and deep neural network10.3390/s20010025 ↗
6. Remote eye-tracking for cognitive telerehabilitation and interactive school tasks in times of COVID-19
7. Lifelong learning from sustainable education: An analysis with eye tracking and data mining techniques10.3390/su12051970 ↗
8. Are you really looking at me? A feature-extraction framework for estimating interpersonal eye gaze from conventional video
9. An intelligent and low-cost eye-tracking system for motorized wheelchair control10.3390/s20143936 ↗
10. Pilot application of eye-tracking to analyse a computer exam test
11. Subpixel eye gaze tracking
12. H. R. Chennamma and X. Yuan, “A survey on eye-gaze tracking techniques,” arXiv: 1312.6410, 2013.
13. Comparison of performance of parallel computation of CPU cores on CNN model
14. Datta · Applications of Artificial Intelligence for Smart Technology · 2021 · 23310.4018/978-1-7998-3335-2.ch016 ↗
15. Fernández · Skin Pharmacology and Physiology · 2016 · 29 · 16910.1159/000447015 ↗
16. Safety assessment of near infrared light emitting diodes for diffuse optical measurements10.1186/1475-925X-3-9 ↗
17. Vision-based eye-gaze tracking for human computer interface10.1109/ICSMC.1999.825279 ↗
18. Eye gaze as a human-computer interface10.1016/j.protcy.2014.10.247 ↗
19. Robust RGB-D hand tracking using deep learning priors10.1109/TCSVT.2017.2718622 ↗
20. Super-resolution of magnetic resonance images using deep convolutional neural networks
21. Eye gaze tracking-based adaptive e-learning for enhancing teaching and learning in virtual classrooms
22. Eye gaze tracking techniques for interactive applications10.1016/j.cviu.2004.07.010 ↗
23. A probabilistic interpretation of precision, recall and F-score, with implication for evaluation
24. Toward digital image processing and eye tracking to promote visual attention for people with autism
25. Exploration of various attacks and security measures related to the internet of things
26. Saccade gaze prediction using a recurrent neural network
27. Performance enhancement of customer segmentation using a distributed python framework, ray
28. Neural machine translation using recurrent neural network10.35940/ijeat.D7637.049420 ↗
29. Evaluation of state-of-the-art pupil detection algorithms on remote eye images
30. Pupil detection algorithm based on feature extraction for eye gaze