no code implementations • 6 Dec 2023 • Heng Huang, Xin Jin, Yaqi Liu, Hao Lou, Chaoen Xiao, Shuai Cui, Xinning Li, Dongqing Zou
Then, we define an aesthetic attribute contribution to describe the role of aesthetic attributes throughout an image and use it with the attribute scores and the overall scores to train our F2S model.
no code implementations • 15 Mar 2023 • Yue Wu, Tao Jin, Hao Lou, Farzad Farnoud, Quanquan Gu
To attain this lower bound, we propose an explore-then-commit type algorithm for the stochastic setting, which has a nearly matching regret upper bound $\tilde{O}(d^{2/3} T^{2/3})$.
no code implementations • 9 Aug 2022 • Xin Jin, Qiang Deng, Jianwen Lv, Heng Huang, Hao Lou, Chaoen Xiao
The differences of the three attributes between the input images and the photography templates or the guidance images are described in natural language, which is aesthetic natural language guidance (ALG).
3 code implementations • 5 Jul 2022 • Xin Jin, Xinning Li, Hao Lou, Chenyu Fan, Qiang Deng, Chaoen Xiao, Shuai Cui, Amit Kumar Singh
Besides, we propose a efficient method for image aesthetic attribute assessment on mixed multi-attribute dataset and construct a multitasking network architecture by using the EfficientNet-B0 as the backbone network.
no code implementations • 8 Jan 2022 • Xin Jin, Hao Lou, Huang Heng, XiaoDong Li, Shuai Cui, Xiaokun Zhang, Xiqiao Li
In the tasks of image aesthetic quality evaluation, it is difficult to reach both the high score area and low score area due to the normal distribution of aesthetic datasets.
1 code implementation • 8 Oct 2021 • Yue Wu, Tao Jin, Hao Lou, Pan Xu, Farzad Farnoud, Quanquan Gu
In heterogeneous rank aggregation problems, users often exhibit various accuracy levels when comparing pairs of items.
1 code implementation • 15 Jul 2013 • Hao Lou, Shenghong Li, Yuxin Zhao
In label update, a node adopts the label that has the maximum weighted-CNP instead of the one that is shared by most of its neighbors.