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Music induced painting is a unique artistic practice, where visual artworks are created under the influence of music. Evaluating whether a painting faithfully reflects the music that inspired it poses a challenging perceptual assessment…

计算机视觉与模式识别 · 计算机科学 2026-01-06 Shiqi Jiang , Tianyi Liang , Huayuan Ye , Changbo Wang , Chenhui Li

Image aesthetic evaluation is a highly prominent research domain in the field of computer vision. In recent years, there has been a proliferation of datasets and corresponding evaluation methodologies for assessing the aesthetic quality of…

计算机视觉与模式识别 · 计算机科学 2024-05-07 Xin Jin , Qianqian Qiao , Yi Lu , Shan Gao , Heng Huang , Guangdong Li

Datasets play a pivotal role in training visual models, facilitating the development of abstract understandings of visual features through diverse image samples and multidimensional attributes. However, in the realm of aesthetic evaluation…

计算机视觉与模式识别 · 计算机科学 2024-11-14 Xin Jin , Qianqian Qiao , Yi Lu , Huaye Wang , Heng Huang , Shan Gao , Jianfei Liu , Rui Li

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…

计算机视觉与模式识别 · 计算机科学 2026-01-06 Henglin Liu , Nisha Huang , Chang Liu , Jiangpeng Yan , Huijuan Huang , Jixuan Ying , Tong-Yee Lee , Pengfei Wan , Xiangyang Ji

The generation of well-designed artwork is often quite time-consuming and assumes a high degree of proficiency on part of the human painter. In order to facilitate the human painting process, substantial research efforts have been made on…

计算机视觉与模式识别 · 计算机科学 2021-12-17 Jaskirat Singh , Cameron Smith , Jose Echevarria , Liang Zheng

Recent advances in image editing have enabled models to handle complex instructions with impressive realism. However, existing evaluation frameworks lag behind: current benchmarks suffer from narrow task coverage, while standard metrics…

计算机视觉与模式识别 · 计算机科学 2026-03-31 Zhangqi Jiang , Zheng Sun , Xianfang Zeng , Yufeng Yang , Xuanyang Zhang , Yongliang Wu , Wei Cheng , Gang Yu , Xu Yang , Bihan Wen

Computational inference of aesthetics is an ill-defined task due to its subjective nature. Many datasets have been proposed to tackle the problem by providing pairs of images and aesthetic scores based on human ratings. However, humans are…

计算机视觉与模式识别 · 计算机科学 2022-09-22 Daniel Vera Nieto , Luigi Celona , Clara Fernandez-Labrador

The Aesthetics Assessment of Children's Paintings (AACP) is an important branch of the image aesthetics assessment (IAA), playing a significant role in children's education. This task presents unique challenges, such as limited available…

计算机视觉与模式识别 · 计算机科学 2024-03-13 Shiqi Jiang , Ning Li , Chen Shi , Liping Guo , Changbo Wang , Chenhui Li

Computational aesthetics is an emerging field of research which has attracted different research groups in the last few years. In this field, one of the main approaches to evaluate the aesthetic quality of paintings and photographs is a…

计算机视觉与模式识别 · 计算机科学 2016-09-20 Seyed Ali Amirshahi , Gregor Uwe Hayn-Leichsenring , Joachim Denzler , Christoph Redies

We introduce a novel image-to-painting method that facilitates the creation of large-scale, high-fidelity paintings with human-like quality and stylistic variation. To process large images and gain control over the painting process, we…

计算机视觉与模式识别 · 计算机科学 2023-11-27 Manuel Ladron de Guevara , Matthew Fisher , Aaron Hertzmann

Automatic image aesthetics assessment is a computer vision problem dealing with categorizing images into different aesthetic levels. The categorization is usually done by analyzing an input image and computing some measure of the degree to…

计算机视觉与模式识别 · 计算机科学 2022-02-08 Abbas Anwar , Saira Kanwal , Muhammad Tahir , Muhammad Saqib , Muhammad Uzair , Mohammad Khalid Imam Rahmani , Habib Ullah

Controllable image synthesis with user scribbles is a topic of keen interest in the computer vision community. In this paper, for the first time we study the problem of photorealistic image synthesis from incomplete and primitive human…

计算机视觉与模式识别 · 计算机科学 2022-08-18 Jaskirat Singh , Liang Zheng , Cameron Smith , Jose Echevarria

In this paper, we make the first attempt to align diffusion models for image inpainting with human aesthetic standards via a reinforcement learning framework, significantly improving the quality and visual appeal of inpainted images.…

计算机视觉与模式识别 · 计算机科学 2024-11-05 Kendong Liu , Zhiyu Zhu , Chuanhao Li , Hui Liu , Huanqiang Zeng , Junhui Hou

We present the Leuven Art Personalized Image Set (LAPIS), a novel dataset for personalized image aesthetic assessment (PIAA). It is the first dataset with images of artworks that is suitable for PIAA. LAPIS consists of 11,723 images and was…

计算机视觉与模式识别 · 计算机科学 2025-04-11 Anne-Sofie Maerten , Li-Wei Chen , Stefanie De Winter , Christophe Bossens , Johan Wagemans

In the last few years, Neural Painting (NP) techniques became capable of producing extremely realistic artworks. This paper advances the state of the art in this emerging research domain by proposing the first approach for Interactive NP.…

计算机视觉与模式识别 · 计算机科学 2023-12-22 Elia Peruzzo , Willi Menapace , Vidit Goel , Federica Arrigoni , Hao Tang , Xingqian Xu , Arman Chopikyan , Nikita Orlov , Yuxiao Hu , Humphrey Shi , Nicu Sebe , Elisa Ricci

Assessing artistic creativity has long challenged researchers, with traditional methods proving time-consuming. Recent studies have applied machine learning to evaluate creativity in drawings, but not paintings. Our research addresses this…

计算机视觉与模式识别 · 计算机科学 2025-01-03 Zhehan Zhang , Meihua Qian , Li Luo , Qianyi Gao , Xianyong Wang , Ripon Saha , Xinxin Song

Designing a visualization is often a process of iterative refinement where the designer improves a chart over time by adding features, improving encodings, and fixing mistakes. However, effective design requires external critique and…

人机交互 · 计算机科学 2023-03-14 Sungbok Shin , Sanghyun Hong , Niklas Elmqvist

Humans can intuitively decompose an image into a sequence of strokes to create a painting, yet existing methods for generating drawing processes are limited to specific data types and often rely on expensive human-annotated datasets. We…

计算机视觉与模式识别 · 计算机科学 2025-03-24 Junjie Hu , Shuyong Gao , Qianyu Guo , Yan Wang , Qishan Wang , Yuang Feng , Wenqiang Zhang

This paper offers a comprehensive analysis of recent advancements in video inpainting techniques, a critical subset of computer vision and artificial intelligence. As a process that restores or fills in missing or corrupted portions of…

计算机视觉与模式识别 · 计算机科学 2024-02-01 Shreyank N Gowda , Yash Thakre , Shashank Narayana Gowda , Xiaobo Jin

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.…

计算机视觉与模式识别 · 计算机科学 2019-07-30 Xin Jin , Le Wu , Geng Zhao , Xiaodong Li , Xiaokun Zhang , Shiming Ge , Dongqing Zou , Bin Zhou , Xinghui Zhou
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