Style classification (e.g., architectural, music, fashion) attracts an increasing attention in both research and industrial fields. Most existing works focused on low-level visual features composition for style representation. However, little effort has been devoted to automatic mid-level or high-level style features learning by reorganizing low-level descriptors. Moreover, styles are usually spread out and not easy to differentiate from one to another. In this paper, we call these less representative images as weak style images. To address these issues, we propose a consensus style centralizing auto-encoder (CSCAE) to extract robust style features to facilitate weak style classification. CSCAE is the ensemble of several style centralizing ...
It is difficult to train classifiers on paintings collections due to model bias from domain gaps and...
How can we provide computational supports for product designers to actively utilize existing styles ...
Art historians and critics have defined the style as common features appeared in a class of objects....
The style of an image plays a significant role in how it is viewed, but style has re-ceived little a...
Style is a broad term that could potentially refer to any features of a work, as well as a fluid con...
The computer science approaches to the classification of painting concentrate on problems of attribu...
In recent years, the online selection of virtual clothing styles has been used to explore and expand...
The notion of style in photographs is one that is highly subjective, and often difficult to characte...
Popular fashion e-commerce platforms mostly provide details about low-level attributes of an apparel...
Prior normalization methods rely on affine transformations to produce arbitrary image style transfer...
Car front facing style (CFFS) recognition is crucial to enhancing a company’s market competitiveness...
In this paper, we aim to better understand the clothing fashion styles. There remain two challenges ...
Style is an integral part of natural language in written, spoken or machine generated forms. Humans ...
Thanks to the wide spread usage of mobile devices with imaging capabilities, the number of digital i...
We introduce a method for co-locating style-defining elements over a set of 3D shapes. Our goal is t...
It is difficult to train classifiers on paintings collections due to model bias from domain gaps and...
How can we provide computational supports for product designers to actively utilize existing styles ...
Art historians and critics have defined the style as common features appeared in a class of objects....
The style of an image plays a significant role in how it is viewed, but style has re-ceived little a...
Style is a broad term that could potentially refer to any features of a work, as well as a fluid con...
The computer science approaches to the classification of painting concentrate on problems of attribu...
In recent years, the online selection of virtual clothing styles has been used to explore and expand...
The notion of style in photographs is one that is highly subjective, and often difficult to characte...
Popular fashion e-commerce platforms mostly provide details about low-level attributes of an apparel...
Prior normalization methods rely on affine transformations to produce arbitrary image style transfer...
Car front facing style (CFFS) recognition is crucial to enhancing a company’s market competitiveness...
In this paper, we aim to better understand the clothing fashion styles. There remain two challenges ...
Style is an integral part of natural language in written, spoken or machine generated forms. Humans ...
Thanks to the wide spread usage of mobile devices with imaging capabilities, the number of digital i...
We introduce a method for co-locating style-defining elements over a set of 3D shapes. Our goal is t...
It is difficult to train classifiers on paintings collections due to model bias from domain gaps and...
How can we provide computational supports for product designers to actively utilize existing styles ...
Art historians and critics have defined the style as common features appeared in a class of objects....