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

$36.00
@ Link.springer.com with extra coupon Get Coupon & BUY

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

10% OFF
This deals requires coupon Get Code Here
$36.00
See Site In stock Visit Store

Similar Products

The Limits of Transnationalism

$54.99

Arab Americans in the United States

$59.99

Freiwilliges Verhalten am Arbeitsplatz

$69.99

Eden's Everdark

$5.96

Wege zum Reichtum

$74.99

The Political Economies of Turkey and Greece

$39.99

Chancen fr das Elektrofahrzeug?

$59.99

Technikfolgenabschtzung in der Telekommunikation

$59.99

Disaster Risk Reduction in Indonesia

$149.00

Marketing-Mix fr neuartige Gebrauchsgter

$59.99

PRODIA und PRODAT

$59.99

Fortschritte der Chemie Organischer Naturstoffe

$59.99

Advancing OpenMP for Future Accelerators

$49.99

Self-standing Substrates

$169.99

Sonatina

$5.96

Economic Policy in a Demographically Divided World

$39.99

Analysis of Science, Technology, and Innovation in Emerging Economies

$79.99

Cultural Interactions of English-Medium Instruction at Vietnamese Universities

$139.99

Herausforderung Management Audit

$54.99

Neutron Scattering and Muon Spin Rotation

$39.99

Computer-Human Interaction Research and Applications

$64.99

Computer Performance Evaluation. Modelling Techniques and Tools

$39.99

Application of Biological Markers to Carcinogen Testing

$54.99

Cognitive Communication and Cooperative HetNet Coexistence

$129.00

Thermal Energy Storage with Phase Change Materials

$54.99

Algebraic Logic and Universal Algebra in Computer Science

$39.99

Employer Branding fr KMU

$79.99

Ocular Transporters in Ophthalmic Diseases and Drug Delivery

$169.00

Sonnenkollektoren

$34.99

Topology and Geometric Group Theory

$109.99

Innovation By Design

$79.99

Don't Cosplay With My Heart

$5.99

Modelling, Simulation and Software Concepts for Scientific-Technological Problems

$129.00

Combinatorial Image Analysis

$39.99

Laxatives

$54.99

Metabolomics

$149.00

Congenital Heart Disease and Adolescence

$84.99

Deep Learning Networks

$84.99

Science Vocabulary Readers: Life Cycles

$63.74