Real-Time Face Recognition with Liveness and Semantic Verification

Jay Mahesh Gurav

Real-Time Face Recognition with Liveness and Semantic Verification

July 2025

Vol-11, Issue-4

Paper ID: 27147

ISSN: 2395-4396

Downloads: 0

Abstract & Details

Research Area

Computer Engineering

Keywords

Real-Time Face Recognition Liveness Detection Blink Detection Speech-to-Text Semantic Verification Dlib OpenCV

Abstract

Real-time face recognition is growing in importance for secure, user-friendly authentication. Traditional systems risk spoofing via static images or videos; our project introduces a two-factor liveness and semantic check for robust verification. Face images are captured and registered; the user must blink (to confirm liveness) and then read a randomly generated onscreen text aloud. The system checks the facial similarity score, and performs speech-to-text semantic analysis to validate both visual and vocal matches before granting access. Our solution was implemented using OpenCV for image capture, dlib for facial recognition and landmark detection, and speech recognition APIs for semantic analysis. Achieving a facial matching accuracy above 92% and semantic verification accuracy exceeding 90%, the prototype demonstrates an accessible, multi-modal real-time authentication framework suitable for everyday applications.

License

This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author Information

#	Name	Institute / Affiliation
1	Jay Mahesh Gurav	D. Y. Patil College of Engineering & Technology, Kasaba Bawada, Kolhapur

How to Cite

Use the following formats to cite this article in your research.

APA Style

Gurav, Jay Mahesh (2025). Real-Time Face Recognition with Liveness and Semantic Verification. International Journal of Advance Research and Innovative Ideas In Education, 11(4), 974-977.

MLA Style

Gurav, Jay Mahesh. "Real-Time Face Recognition with Liveness and Semantic Verification." International Journal of Advance Research and Innovative Ideas In Education, vol. 11, no. 4, 2025, pp. 974-977.

IEEE Style

Jay Mahesh Gurav, "Real-Time Face Recognition with Liveness and Semantic Verification," International Journal of Advance Research and Innovative Ideas In Education, vol. 11, no. 4, pp. 974-977, 2025.

Vancouver Style

Gurav Jay Mahesh. Real-Time Face Recognition with Liveness and Semantic Verification. International Journal of Advance Research and Innovative Ideas In Education. 2025;11(4):974-977.

Harvard Style

Gurav, Jay Mahesh (2025) 'Real-Time Face Recognition with Liveness and Semantic Verification', International Journal of Advance Research and Innovative Ideas In Education, 11(4), pp. 974-977.

Chicago Style

Gurav, Jay Mahesh. "Real-Time Face Recognition with Liveness and Semantic Verification." International Journal of Advance Research and Innovative Ideas In Education 11, no. 4 (2025): 974-977.

Turabian Style

Gurav, Jay Mahesh. "Real-Time Face Recognition with Liveness and Semantic Verification." International Journal of Advance Research and Innovative Ideas In Education 11, no. 4 (2025): 974-977.