paper-with-me

홈 › Papers

Smart Fashion: A Review of AI Applications in the Fashion & Apparel Industry

2021-10-28 · Seyed Omid Mohammadi, Ahmad Kalhor

The fashion industry is on the verge of an unprecedented change. The implementation of machine learning, computer vision, and artificial intelligence (AI) in fashion applications is opening lots of new opportunities for this industry. This paper provides a comprehensive survey on this matter, categorizing more than 580 related articles into 22 well-defined fashion-related tasks. Such structured task-based multi-label classification of fashion research articles provides researchers with explicit research directions and facilitates their access to the related studies, improving the visibility of studies simultaneously. For each task, a time chart is provided to analyze the progress through the years. Furthermore, we provide a list of 86 public fashion datasets accompanied by a list of suggested applications and additional information for each.

📄 PDF Abstract BibTeX arXiv:2111.00905

Code (0)

등록된 구현이 없습니다.

Tasks

ArticlesMulti-Label ClassificationMUlTI-LABEL-ClASSIFICATION

Similar Papers 제목 키워드 기반

Fashion and Apparel Classification using Convolutional Neural Networks

2018-11-11 · Alexander Schindler, Thomas Lidy, Stephan Karner, Matthias Hecker

We present an empirical study of applying deep Convolutional Neural Networks (CNN) to the task of fashion and apparel image classification to improve meta-data enrichment of e-commerce applications. Five different CNN ar…

ClassificationGender ClassificationGeneral ClassificationHuman Detection+2

Segmentation task for fashion and apparel

2020-06-14 · Hassler Castro, Mariana Ramirez

The Fashion Industry is a strong and important industry in the global economy. Globalization has brought fast fashion, quick shifting consumer shopping preferences, more competition, and abundance in fashion shops and re…

Segmentation

AnyDesign: Versatile Area Fashion Editing via Mask-Free Diffusion

2024-08-21 · Yunfang Niu, Lingxiang Wu, Dong Yi, Jie Peng 외

Fashion image editing aims to modify a person's appearance based on a given instruction. Existing methods require auxiliary tools like segmenters and keypoint extractors, lacking a flexible and unified framework. Moreove…

Fashion Industry in the Age of Generative Artificial Intelligence and Metaverse: A systematic Review

2025-05-22 · Rania Ahmed, Eman Ahmed, Ahmed Elbarbary, Ashraf Darwish 외

The fashion industry is an extremely profitable market that generates trillions of dollars in revenue by producing and distributing apparel, footwear, and accessories. This systematic literature review (SLR) seeks to sys…

Systematic Literature Review

Chat-to-Design: AI Assisted Personalized Fashion Design

2022-07-03 · Weiming Zhuang, Chongjie Ye, Ying Xu, Pengzhi Mao 외

In this demo, we present Chat-to-Design, a new multimodal interaction system for personalized fashion design. Compared to classic systems that recommend apparel based on keywords, Chat-to-Design enables users to design c…

multimodal interactionNatural Language UnderstandingRetrieval