Call for Papers:Vol.11 Issue.4

Submission
Last date		 28-Aug-2025
Acceptance Status In One Day
Paper Publish In Two Days
Submit ManuScript

News & Updates

Submit Article

Dear Authors, Article publish in our journal for Volume-11,Issue-4. For article submission on below link: Submit Manuscript


Join As Board

Dear Reviewer, You can join our Reviewer team without given any charges in our journal. Submit Details on below link: Join As Board


Paper Publication Charges

IJARIIE APP
Download Android App

For Authors

Archives

IJARIIE Board

Downloads

Android App

Download IJARIIE APP

Authors

Title: :  Virtual Clothing Try-on Using Generative Adversarial Networks
PaperId: :  14446
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 7 Issue 3 2021
DUI:    16.0415/IJARIIE-14446
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Rahul SinghJSS Science and Technology University
Aman BindalJSS Science and Technology University
Md Azad KhanJSS Science and Technology University
Rakshith MRJSS Science and Technology University
Prof. Divakara NJSS Science and Technology University

Abstract

Computer Science and Engineering
Virtual clothing try-on, general adversarial networks, clothes warping, mask generation, content fusion
Virtual clothing try-on aims at transferring a target clothing image onto a reference person, and has become a major topic in recent years. The traditional try-on task aims to align the target clothing item naturally to the given person’s body and hence present a try-on look of the person. However, in practice, people may also be interested in their try-on looks with different poses. Therefore, in this work, we introduce a new try-on setting, which enables the changes of both the clothing item and the person’s pose. Towards this end, we propose a pose guided virtual try-on scheme based on the generative adversarial networks (GANs). We first predict semantic layout of the reference image that will be changed after try-on, and then determines whether its image content needs to be generated or preserved according to the predicted semantic layout, leading to photo realistic try-on and rich clothing details. In particular this involves three modules. First, a semantic layout generation module utilizes semantic segmentation of the reference image to progressively predict the desired semantic layout after try-on. Second, a clothes warping module warps clothing images according to the generated semantic layout, where a second-order difference constraint is introduced to stabilize the warping process during training. Third, a content fusion module that integrates all information (e.g. reference image, semantic layout, warped clothes) to adaptively produce each semantic part of human body. Experiments on our newly collected dataset demonstrate its promise in the image-based virtual try-on task over state of the art generative models.

Citations

Copy and paste a formatted citation or use one of the links to import into a bibliography manager and reference.

IJARIIE Rahul Singh, Aman Bindal, Md Azad Khan, Rakshith MR, and Prof. Divakara N. "Virtual Clothing Try-on Using Generative Adversarial Networks" International Journal Of Advance Research And Innovative Ideas In Education Volume 7 Issue 3 2021 Page 2426-2433
MLA Rahul Singh, Aman Bindal, Md Azad Khan, Rakshith MR, and Prof. Divakara N. "Virtual Clothing Try-on Using Generative Adversarial Networks." International Journal Of Advance Research And Innovative Ideas In Education 7.3(2021) : 2426-2433.
APA Rahul Singh, Aman Bindal, Md Azad Khan, Rakshith MR, & Prof. Divakara N. (2021). Virtual Clothing Try-on Using Generative Adversarial Networks. International Journal Of Advance Research And Innovative Ideas In Education, 7(3), 2426-2433.
Chicago Rahul Singh, Aman Bindal, Md Azad Khan, Rakshith MR, and Prof. Divakara N. "Virtual Clothing Try-on Using Generative Adversarial Networks." International Journal Of Advance Research And Innovative Ideas In Education 7, no. 3 (2021) : 2426-2433.
Oxford Rahul Singh, Aman Bindal, Md Azad Khan, Rakshith MR, and Prof. Divakara N. 'Virtual Clothing Try-on Using Generative Adversarial Networks', International Journal Of Advance Research And Innovative Ideas In Education, vol. 7, no. 3, 2021, p. 2426-2433. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/Virtual_Clothing_Try_on_Using_Generative_Adversarial_Networks_ijariie14446.pdf (Accessed : 04 July 2021).
Harvard Rahul Singh, Aman Bindal, Md Azad Khan, Rakshith MR, and Prof. Divakara N. (2021) 'Virtual Clothing Try-on Using Generative Adversarial Networks', International Journal Of Advance Research And Innovative Ideas In Education, 7(3), pp. 2426-2433IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/Virtual_Clothing_Try_on_Using_Generative_Adversarial_Networks_ijariie14446.pdf (Accessed : 04 July 2021)
IEEE Rahul Singh, Aman Bindal, Md Azad Khan, Rakshith MR, and Prof. Divakara N, "Virtual Clothing Try-on Using Generative Adversarial Networks," International Journal Of Advance Research And Innovative Ideas In Education, vol. 7, no. 3, pp. 2426-2433, May-Jun 2021. [Online]. Available: https://ijariie.com/AdminUploadPdf/Virtual_Clothing_Try_on_Using_Generative_Adversarial_Networks_ijariie14446.pdf [Accessed : 04 July 2021].
Turabian Rahul Singh, Aman Bindal, Md Azad Khan, Rakshith MR, and Prof. Divakara N. "Virtual Clothing Try-on Using Generative Adversarial Networks." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 7 number 3 (04 July 2021).
Vancouver Rahul Singh, Aman Bindal, Md Azad Khan, Rakshith MR, and Prof. Divakara N. Virtual Clothing Try-on Using Generative Adversarial Networks. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2021 [Cited : 04 July 2021]; 7(3) : 2426-2433. Available from: https://ijariie.com/AdminUploadPdf/Virtual_Clothing_Try_on_Using_Generative_Adversarial_Networks_ijariie14446.pdf
BibTex EndNote RefMan RefWorks

Number Of Downloads


Last download on 7/4/2021 5:37:05 AM

Save in Google Drive

Similar-Paper

TitleArea of ResearchAuther NameAction
Real-Time Hand Gesture Recognition with Finger Counting (Using OpenCV and Mediapipe)Computer scienceBhumika Sahu Download
Diffie Hellman Key Exchange Algorithm with Man in the middle attack (MITM)Computer Science EngineeringMahesh Purushottam Gajbhiye Download
AN IMPROVED ATTRIBUTE BASED ACCESS CONTROL IN PERSONAL HEALTH RECORDS USING CLOUD WITH CONSTANT CIPHERTEXT LENGTHScience and TechBitrus Isahaka Dzarma Download
Driver Drowsiness Detection System By Measuring EAR and MARComputer Engineering Zoya Fatema Khan Download
Cloud-Based File Storage and Sharing Web ApplicationComputer Science & EngineeringMohammed Aadil Download
STUDYNEST: ONLINE LEARNING PLATFORM WITH AI RECOMMENDATION SYSTEMComputer Science and Engineering Urvashi Suresh Waghmare Download
Leveraging AWS for Developing and Hosting a Dynamic Food Ordering Web ApplicationComputer EngineeringAfshin Khanam Download
Edge-to-Cloud Synergy: An Autoencoder-GAN Framework for Anomaly Detection in Healthcare Records, Financial Statements, and Secure Cloud StorageInformation TechnologyKarthik Kushala Download
E-Commerce Fraud Detection Based on Machine Learning TechniquesComputer Science EngneeringVikram Ankush Ade Download
Detection of Phishing Website Using Gradient Boosting AlgorithmComputer Science and EngineeringYAWALKAR PRASAD PRAMOD Download
Property Dealing WebComputer Science EngineeringYash Chaudhari Download
Reinforcement Learning for the Evolution of Antimicrobial Nano formulationsmachine learningMadhusudan Download
SecuraVault: A secured blockchain based cloud storage systemComputer Engineering Anshika Jaiswal Download
Autoimmune Disease Detection in women Using Machine Learning Approachcomputer science EngineeringJ. L. V. S. Download
Medicine Overdose Detection System Using Machine LearningComputer Science EngineeringDr.Somashekhar B M Download
12