Vila: Learning image aesthetics from user comments with vision-language pretraining

J Ke, K Ye, J Yu, Y Wu, P Milanfar… - Proceedings of the …, 2023 - openaccess.thecvf.com
Assessing the aesthetics of an image is challenging, as it is influenced by multiple factors
including composition, color, style, and high-level semantics. Existing image aesthetic …

Considering three elements of aesthetics: Multi-task self-supervised feature learning for image style classification

H Zhang, Y Luo, L Zhang, Y Wu, M Wang, Z Shen - Neurocomputing, 2023 - Elsevier
Image style classification is the basis of computational aesthetics, and its role has become
increasingly important with the rise of computational aesthetics. Most of the current image …

StyleEDL: Style-Guided High-order Attention Network for Image Emotion Distribution Learning

P Jing, X Liu, J Wang, Y Wei, L Nie, Y Su - Proceedings of the 31st ACM …, 2023 - dl.acm.org
Emotion distribution learning has gained increasing attention with the tendency to express
emotions through images. As for emotion ambiguity arising from humans' subjectivity …

Image aesthetics assessment using graph attention network

K Ghosal, A Smolic - 2022 26th International Conference on …, 2022 - ieeexplore.ieee.org
Aspect ratio and spatial layout are two of the principal factors influencing the aesthetic value
of a photograph. However, incorporating these into the traditional convolution-based …

BIM Product Style Classification and Retrieval Based on Long-Range Style Dependencies

J Cui, M Zang, Z Liu, M Qi, R Luo, Z Gu, H Lu - Buildings, 2023 - mdpi.com
The rapid increase in building components on the building information model (BIM) object
database has created new demand for BIM product recommendations to improve design …

Analyzing Unstructured Data for Marketing Insights

T Gu - 2020 - search.proquest.com
In this dissertation, I am focused on analyzing the effects of information embedded in
unstructured data on consumer decisions and firm strategies. Mining unstructured data …

[引用][C] Applications in Image Aesthetics Using Deep Learning: Attribute Prediction, Image Captioning and Score Regression

K Ghosal - 2021