Compare Prices | Create Shopping Lists with Price Drop Alerts | Set Coupons, Promo Codes & Sales Alerts | Get Access to Exclusive Deals and Much More... All in One Place | Read all about it here

Compatibility Modeling

Compatibility Modeling

Brand
Springer Nature
Manufacturer
N/A
Part Number
0
GTIN
9783031011931
Condition
New
Product Description

Nowadays, fashion has become an essential aspect of people's daily life. As each outfit usually comprises several complementary items, such as a top, bottom, shoes, and accessories, a proper outfit largely relies on the harmonious matching of these items. Nevertheless, not everyone is good at outfit composition, especially those who have a poor fashion aesthetic. Fortunately, in recent years the number of online fashion-oriented communities, like IQON and Chictopia, as well as e-commerce sites, like Amazon and eBay, has grown. The tremendous amount of real-world data regarding people's various fashion behaviors has opened a door to automatic clothing matching. Despite its significant value, compatibility modeling for clothing matching that assesses the compatibility score for a given set of (equal or more than two) fashion items, e.g., a blouse and a skirt, yields tough challenges: (a) the absence of comprehensive benchmark; (b) comprehensive compatibility modeling with the multi-modal feature variables is largely untapped; (c) how to utilize the domain knowledge to guide the machine learning; (d) how to enhance the interpretability of the compatibility modeling; and (e) how to model the user factor in the personalized compatibility modeling. These challenges have been largely unexplored to date. In this book, we shed light on several state-of-the-art theories on compatibility modeling. In particular, to facilitate the research, we first build three large-scale benchmark datasets from different online fashion websites, including IQON and Amazon. We then introduce a general data-driven compatibility modeling scheme based on advanced neural networks. To make use of the abundant fashion domain knowledge, i.e., clothing matching rules, we next present a novel knowledge-guided compatibility modeling framework. Thereafter, to enhance the model interpretability, we put forward a prototype-wise interpretable compatibility modeling approach. Following that,noticing the subjective aesthetics of users, we extend the general compatibility modeling to the personalized version. Moreover, we further study the real-world problem of personalized capsule wardrobe creation, aiming to generate a minimum collection of garments that is both compatible and suitable for the user. Finally, we conclude the book and present future research directions, such as the generative compatibility modeling, virtual try-on with arbitrary poses, and clothing generation.

Available Colors
Available Sizes
1 Offer Price Range: $39.99 - $39.99
BEST PRICE

Single Product Purchase

$39.99
@ Link.springer.com     BUY Now

Price Comparison

Seller Contact Seller List Price On Sale Shipping Best Promo Final Price Volume Discount Financing Availability Seller's Page
BEST PRICE
1 Product Purchase
@ Link.springer.com
Contact Store Call Store Contact Support
$39.99 $39.99

$39.99
See Site In stock Visit Store

Similar Products

Automating Cities

$179.99

Innovation in Language Learning and Teaching

$109.99

Heart Teams for Treatment of Cardiovascular Disease

$99.99

Handbuch der inneren Medizin

$49.99

ELISA

$129.00

Energy Research and Development Programme

$39.99

Plant Cell Culture Protocols

$129.00

Interne Erhebungen in Wirtschaftsstrafsachen mit Auslandsbezug

$59.99

Written Expression Disorders

$169.99

Leitlinien in der Chirurgie vor dem Spiegel von Qualittssicherung und Rechtsprechung

$54.99

Handbuch CSR

$149.99

Philosophy of Development

$169.99

Brain Protection

$39.99

Health and Prosperity

$59.99

Differential Equations and Dynamical Systems

$64.99

Mammalian Cell Cultures for Biologics Manufacturing

$449.99

Linear and Nonlinear Circuits: Basic & Advanced Concepts

$99.99

Vascular Surgery

$99.99

Educating Youth for a World Beyond Violence

$54.99

Die Freiheit ist eine Tochter des Wissens

$44.99

Making Aggression a Crime Under Domestic Law

$179.99

Plant Defence: Biological Control

$149.00

Understanding Due Process in Non-Criminal Matters

$109.00

Disorders of Thrombosis and Hemostasis in Pregnancy

$109.99

Biochemie

$39.99

From Disks to Planets

$159.99

Proceedings of the 2nd International Conference on Nonlinear Dynamics and Applications (ICNDA 2024)

$279.99

A Manifesto for Mental Health

$32.99

Automation 2019

$219.99

Gendered Modernities

$54.99

Physical Testing of Rubber

$219.99

Heat Shock Protein-Based Therapies

$169.99

Web Information Systems and Mining

$54.99

TRIM/RBCC Proteins

$169.99

Coyote Tales

$5.21

Computer Aided Team und Produktivitt

$49.99

Advances in Cryptology ASIACRYPT 2018

$54.99

Management and Therapy of Early Pregnancy Complications

$109.99

Elektrische Schweitechnik

$59.99

Distributed Computing and Networking

$54.99