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Related papers: A$^3$: Towards Advertising Aesthetic Assessment

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Writing an ad text that attracts people and persuades them to click or act is essential for the success of search engine advertising. Therefore, ad creators must consider various aspects of advertising appeals (A$^3$) such as the price,…

Computation and Language · Computer Science 2022-04-26 Soichiro Murakami , Peinan Zhang , Sho Hoshino , Hidetaka Kamigaito , Hiroya Takamura , Manabu Okumura

Assessing aesthetic preference is a fundamental task related to human cognition. It can also contribute to various practical applications such as image creation for online advertisements. Despite crucial influences of image quality,…

Machine Learning · Computer Science 2019-10-08 Kyung-Wha Park , JungHoon Lee , Sunyoung Kwon , Jung-Woo Ha , Kyung-Min Kim , Byoung-Tak Zhang

Image aesthetic quality assessment has been a relatively hot topic during the last decade. Most recently, comments type assessment (aesthetic captions) has been proposed to describe the general aesthetic impression of an image using text.…

Computer Vision and Pattern Recognition · Computer Science 2019-07-30 Xin Jin , Le Wu , Geng Zhao , Xiaodong Li , Xiaokun Zhang , Shiming Ge , Dongqing Zou , Bin Zhou , Xinghui Zhou

Assessing the aesthetic quality of graphic design is central to visual communication, yet remains underexplored in vision language models (VLMs). We investigate whether VLMs can evaluate design aesthetics in ways comparable to humans. Prior…

Computer Vision and Pattern Recognition · Computer Science 2026-03-03 Arctanx An , Shizhao Sun , Danqing Huang , Mingxi Cheng , Yan Gao , Ji Li , Yu Qiao , Jiang Bian

Automated Aesthetic Quality Assessment (AQA) treats images primarily as static pixel vectors, aligning predictions with human-rating scores largely through semantic perception. However, this paradigm diverges from human aesthetic cognition,…

Computer Vision and Pattern Recognition · Computer Science 2026-04-20 Liwen Yu , Chi Liu , Xiaotong Han , Congcong Zhu , Minghao Wang , Sheng Shen

How to learn a discriminative fine-grained representation is a key point in many computer vision applications, such as person re-identification, fine-grained classification, fine-grained image retrieval, etc. Most of the previous methods…

Computer Vision and Pattern Recognition · Computer Science 2019-12-23 Kai Han , Jianyuan Guo , Chao Zhang , Mingjian Zhu

Clothing recommendation extends beyond merely generating personalized outfits; it serves as a crucial medium for aesthetic guidance. However, existing methods predominantly rely on user-item-outfit interaction behaviors while overlooking…

Information Retrieval · Computer Science 2026-02-04 Wenxin Ye , Lin Li , Ming Li , Yang Shen , Kanghong Wang , Jimmy Xiangji Huang

Aesthetics are critically important to market acceptance. In the automotive industry, an improved aesthetic design can boost sales by 30% or more. Firms invest heavily in designing and testing aesthetics. A single automotive "theme clinic"…

Machine Learning · Computer Science 2022-11-16 Alex Burnap , John R. Hauser , Artem Timoshenko

Rating how aesthetically pleasing an image appears is a highly complex matter and depends on a large number of different visual factors. Previous work has tackled the aesthetic rating problem by ranking on a 1-dimensional rating scale,…

Computer Vision and Pattern Recognition · Computer Science 2017-12-05 Katharina Schwarz , Patrick Wieschollek , Hendrik P. A. Lensch

Defense models against adversarial attacks have grown significantly, but the lack of practical evaluation methods has hindered progress. Evaluation can be defined as looking for defense models' lower bound of robustness given a budget…

Computer Vision and Pattern Recognition · Computer Science 2022-03-29 Ye Liu , Yaya Cheng , Lianli Gao , Xianglong Liu , Qilong Zhang , Jingkuan Song

Recent methods in text-to-3D leverage powerful pretrained diffusion models to optimize NeRF. Notably, these methods are able to produce high-quality 3D scenes without training on 3D data. Due to the open-ended nature of the task, most…

Computer Vision and Pattern Recognition · Computer Science 2024-04-18 Yuze He , Yushi Bai , Matthieu Lin , Wang Zhao , Yubin Hu , Jenny Sheng , Ran Yi , Juanzi Li , Yong-Jin Liu

Visual layouts are essential in graphic design fields such as advertising, posters, and web interfaces. The application of generative models for content-aware layout generation has recently gained traction. However, these models fail to…

Computer Vision and Pattern Recognition · Computer Science 2025-03-04 Sohan Patnaik , Rishabh Jain , Balaji Krishnamurthy , Mausoom Sarkar

The aesthetic quality of an image is defined as the measure or appreciation of the beauty of an image. Aesthetics is inherently a subjective property but there are certain factors that influence it such as, the semantic content of the…

Computer Vision and Pattern Recognition · Computer Science 2022-08-25 Luigi Celona , Marco Leonardi , Paolo Napoletano , Alessandro Rozza

The aesthetic quality assessment task is crucial for developing a human-aligned quantitative evaluation system for AIGC. However, its inherently complex nature, spanning visual perception, cognition, and emotion, poses fundamental…

Computer Vision and Pattern Recognition · Computer Science 2026-01-06 Henglin Liu , Nisha Huang , Chang Liu , Jiangpeng Yan , Huijuan Huang , Jixuan Ying , Tong-Yee Lee , Pengfei Wan , Xiangyang Ji

Recent research has widely explored the problem of aesthetics assessment of images with generic content. However, few approaches have been specifically designed to predict the aesthetic quality of images containing human faces, which make…

Computer Vision and Pattern Recognition · Computer Science 2018-10-03 Simone Bianco , Luigi Celona , Raimondo Schettini

Visual aesthetic assessment has been an active research field for decades. Although latest methods have achieved promising performance on benchmark datasets, they typically rely on a large number of manual annotations including both…

Computer Vision and Pattern Recognition · Computer Science 2019-12-04 Kekai Sheng , Weiming Dong , Menglei Chai , Guohui Wang , Peng Zhou , Feiyue Huang , Bao-Gang Hu , Rongrong Ji , Chongyang Ma

Image aesthetic quality assessment is popular during the last decade. Besides numerical assessment, nature language assessment (aesthetic captioning) has been proposed to describe the generally aesthetic impression of an image. In this…

Computer Vision and Pattern Recognition · Computer Science 2022-08-10 Xinghui Zhou , Xin Jin , Jianwen Lv , Heng Huang , Ming Mao , Shuai Cui

Medical Large Vision-Language Models (Med-LVLMs) often exhibit suboptimal attention distribution on visual inputs, leading to hallucinated or inaccurate outputs. Existing mitigation methods primarily rely on inference-time interventions,…

Computer Vision and Pattern Recognition · Computer Science 2025-05-27 Aofei Chang , Le Huang , Alex James Boyd , Parminder Bhatia , Taha Kass-Hout , Cao Xiao , Fenglong Ma

Multimodal Large Language Models (MLLMs) are increasingly applied in Personalized Image Aesthetic Assessment (PIAA) as a scalable alternative to expert evaluations. However, their predictions may reflect subtle biases influenced by…

Computation and Language · Computer Science 2025-09-16 Kun Li , Lai-Man Po , Hongzheng Yang , Xuyuan Xu , Kangcheng Liu , Yuzhi Zhao

With collective endeavors, multimodal large language models (MLLMs) are undergoing a flourishing development. However, their performances on image aesthetics perception remain indeterminate, which is highly desired in real-world…

Computer Vision and Pattern Recognition · Computer Science 2024-01-17 Yipo Huang , Quan Yuan , Xiangfei Sheng , Zhichao Yang , Haoning Wu , Pengfei Chen , Yuzhe Yang , Leida Li , Weisi Lin
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