Eyeglass Frame Recommendation System: A Python-Based Personalized Eyewear Solution

Selecting the perfect eyeglass frame can be a challenging task due to the vast array of styles and designs available. This research presents a Python-based personalized eyewear solution that leverages machine learning, specifically Convolutional Neural Networks (CNNs), to recommend suitable eyeglass frames based on an individual's face shape. The system integrates image classification techniques to identify five primary face shapes: heart, long, oval, round, and square. Once the face shape is detected, the model suggests the most compatible eyeglass frame. This solution aims to simplify the selection process and enhance user satisfaction by providing tailored recommendations.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-03-07
DOI
https://doi.org/10.5281/zenodo.15666969
Primary Topic
Gaze Tracking and Assistive Technology
Type
article
Field-Weighted Citation Impact
0.00
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article

Eyeglass Frame Recommendation System: A Python-Based Personalized Eyewear Solution

Zenodo (CERN European Organization for Nuclear Research)
Gaze Tracking and Assistive Technology
article

Eyeglass Frame Recommendation System: A Python-Based Personalized Eyewear Solution

article en

Abstract

Selecting the perfect eyeglass frame can be a challenging task due to the vast array of styles and designs available. This research presents a Python-based personalized eyewear solution that leverages machine learning, specifically Convolutional Neural Networks (CNNs), to recommend suitable eyeglass frames based on an individual's face shape. The system integrates image classification techniques to identify five primary face shapes: heart, long, oval, round, and square. Once the face shape is detected, the model suggests the most compatible eyeglass frame. This solution aims to simplify the selection process and enhance user satisfaction by providing tailored recommendations.

Zenodo (CERN European Organization for Nuclear Research)
Bangladesh Islami University (BD)
Industry, innovation and infrastructure
Openalex Percentile: Top 48%
Gaze Tracking and Assistive Technology
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