GlowUp - Enhancing Salon Experience through AI-Driven Customer Insights

The GlowUp platform is an advanced solution that will reshape and refresh the salon industry by increasing customer satisfaction and improving efficiency in operations through the merging of advanced artificial intelligence (AI) and machine learning (ML) technologies. Its use of customized Convolutional Neural Networks (CNNs) for analyzing salon design preferences, Mask Region-based Convolutional Neural Network (Mask R-CNN) for personalized hair and facial care recommendations, as well as Bidirectional Encoder Representations (BERT) for Natural Language Processing (NLP), which gives beautician recommendations based on customer reviews, this integrated system ensures personalized beauty solutions are delivered seamlessly, catering to specific customer needs and wants. The modern approach of GlowUp improves the customer experience, creating insights into how salons can improve their services. This high level of accuracy is backed by extensive validation through testing and user feedback, thus showing the potential to define new benchmarks in the field. Thus, this research reveals the significant advancements in AI and ML, demonstrating their application in revolutionizing personalized beauty care and salon management.

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Published
2024-12-12
DOI
https://doi.org/10.1109/icac64487.2024.10851038
Primary Topic
Virtual Reality Applications and Impacts
Type
article
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article

GlowUp - Enhancing Salon Experience through AI-Driven Customer Insights

Thusithanjana Thilakarthna, Samadhi Rathnayake, Anjali Kiriella, Randika Hewage et al.
Virtual Reality Applications and Impacts
article

GlowUp - Enhancing Salon Experience through AI-Driven Customer Insights

Thusithanjana Thilakarthna, Samadhi Rathnayake, Anjali Kiriella, Randika Hewage, Himasha Abeyrathne, Oshadi Senevirathna
article en

Abstract

The GlowUp platform is an advanced solution that will reshape and refresh the salon industry by increasing customer satisfaction and improving efficiency in operations through the merging of advanced artificial intelligence (AI) and machine learning (ML) technologies. Its use of customized Convolutional Neural Networks (CNNs) for analyzing salon design preferences, Mask Region-based Convolutional Neural Network (Mask R-CNN) for personalized hair and facial care recommendations, as well as Bidirectional Encoder Representations (BERT) for Natural Language Processing (NLP), which gives beautician recommendations based on customer reviews, this integrated system ensures personalized beauty solutions are delivered seamlessly, catering to specific customer needs and wants. The modern approach of GlowUp improves the customer experience, creating insights into how salons can improve their services. This high level of accuracy is backed by extensive validation through testing and user feedback, thus showing the potential to define new benchmarks in the field. Thus, this research reveals the significant advancements in AI and ML, demonstrating their application in revolutionizing personalized beauty care and salon management.

Sri Lanka Institute of Information Technology (LK)
Openalex Percentile: Top 73%
Virtual Reality Applications and Impacts
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GlowUp - Enhancing Salon Experience through AI-Driven Customer Insights — Thusithanjana Thilakarthna, Samadhi Rathnayake, et al. · (2024) | TGRS Research Map | TGRS