View synthesis by shared conditional adversarial autoencoder

Xingya Chang; Dongyue Chen; Qiusheng Chen; Tong Jia; Hongyu Wang

doi:10.1117/12.2550551

31 January 2020 View synthesis by shared conditional adversarial autoencoder

Xingya Chang, Dongyue Chen, Qiusheng Chen, Tong Jia, Hongyu Wang

Proceedings Volume 11427, Second Target Recognition and Artificial Intelligence Summit Forum; 114270T (2020) https://doi.org/10.1117/12.2550551
Event: Second Target Recognition and Artificial Intelligence Summit Forum, 2019, Changchun, China

Abstract

An important problem for both image processing and computer version is to synthesize the novel view of a 3D object. We propose a shared conditional adversarial auto-encoder (SCAAE) network that is trained end-to-end on the task of rendering previously unseen object given a single image of this object. The model uses the advanced GAN framework to build the generator by introducing U-net, which can generate a novel view image based on the input image and a controllable condition signal. The FCN model is used to construct the D-network to distinguish real and fake images. We also propose a new objective function which considers both the distribution consistency and transformation persistence. We designed a SCAEE network to generate multi-view images of objects, instead of the three dimensional effect of physical models, which solves the shortcoming of artificial modeling. Experiments demonstrate that the new network structure is better than other already existing.

Citation Download Citation

Xingya Chang, Dongyue Chen, Qiusheng Chen, Tong Jia, and Hongyu Wang "View synthesis by shared conditional adversarial autoencoder", Proc. SPIE 11427, Second Target Recognition and Artificial Intelligence Summit Forum, 114270T (31 January 2020); https://doi.org/10.1117/12.2550551

ACCESS THE FULL ARTICLE

INSTITUTIONAL
Select your institution to access the SPIE Digital Library.

SELECT YOUR INSTITUTION

PERSONAL
Sign in with your SPIE account to access your personal subscriptions or to use specific features such as save to my library, sign up for alerts, save searches, etc.

PERSONAL SIGN IN

No SPIE Account? Create one

PURCHASE THIS CONTENT

SUBSCRIBE TO DIGITAL LIBRARY

50 downloads per 1-year subscription

Members: $195

Non-members: $335 ADD TO CART

25 downloads per 1 - year subscription

Members: $145

Non-members: $250 ADD TO CART

PURCHASE SINGLE ARTICLE

Includes PDF, HTML & Video, when available

Members: $17.00

Non-members: $21.00 ADD TO CART

PROCEEDINGS
6 PAGES

DOWNLOAD PAPER SAVE TO MY LIBRARY

GET CITATION

RIGHTS & PERMISSIONS

Get copyright permission Get copyright permission on Copyright Marketplace

KEYWORDS

3D modeling

Data modeling

Network architectures

Gallium nitride

Image quality

RGB color model

3D image processing

Show All Keywords

Keywords/Phrases

Search In:

Publication Years