Exploring Recent Trends in Transfer Learning Strategies: A Case Study on Eye Localization and Eye State Classification

Computer 2026

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Authors: Rahimul I. Mazumdar, Anirban Dasgupta, Shreyan Pal Chowdhury, Parijat Bhowmick
DOI: 10.1109/mc.2025.3594394
Cited by: 0
References: 26

Abstract

Transfer learning has become a vital technique for enhancing model performance and reducing training time, especially when labeled data is limited. This article presents a comparative analysis focused on eye localization and eye state classification tasks, which encompass both regression and classification challenges.

Fields of Study & Subjects

Face recognition and analysis Emotion and Mood Recognition Gaze Tracking and Assistive Technology

Publication details

Journal / source
Computer
Volume
59
Issue
2
Pages
68–79
Publication date
1 February 2026