Search Results for author: Hao Lou

Found 7 papers, 3 papers with code

Predicting Scores of Various Aesthetic Attribute Sets by Learning from Overall Score Labels

no code implementations6 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.

Attribute

Borda Regret Minimization for Generalized Linear Dueling Bandits

no code implementations15 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 $\tilde{O}(d^{2/3} T^{2/3})$.

Recommendation Systems

Aesthetic Language Guidance Generation of Images Using Attribute Comparison

no code implementations9 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).

Attribute

Aesthetic Attribute Assessment of Images Numerically on Mixed Multi-attribute Datasets

3 code implementations5 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.

Attribute

Pseudo-labelling and Meta Reweighting Learning for Image Aesthetic Quality Assessment

no code implementations8 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.

Binary Classification Classification +1

Adaptive Sampling for Heterogeneous Rank Aggregation from Noisy Pairwise Comparisons

1 code implementation8 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.

Detecting community structure using label propagation with weighted coherent neighborhood propinquity

1 code implementation15 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.

Community Detection

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