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While it is easy for human observers to judge an image as beautiful or ugly, aesthetic decisions result from a combination of entangled perceptual and cognitive (semantic) factors, making the understanding of aesthetic judgements…

计算机视觉与模式识别 · 计算机科学 2025-06-13 C. Alejandro Parraga , Olivier Penacchio , Marcos Muňoz Gonzalez , Bogdan Raducanu , Xavier Otazu

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

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

We present a novel large-scale dataset and accompanying machine learning models aimed at providing a detailed understanding of the interplay between visual content, its emotional effect, and explanations for the latter in language. In…

计算机视觉与模式识别 · 计算机科学 2021-01-20 Panos Achlioptas , Maks Ovsjanikov , Kilichbek Haydarov , Mohamed Elhoseiny , Leonidas Guibas

In the fields of Experimental and Computational Aesthetics, numerous image datasets have been created over the last two decades. In the present work, we provide a comparative overview of twelve image datasets that include aesthetic ratings…

计算机视觉与模式识别 · 计算机科学 2023-07-04 Ralf Bartho , Katja Thoemmes , Christoph Redies

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…

计算机视觉与模式识别 · 计算机科学 2022-08-10 Xinghui Zhou , Xin Jin , Jianwen Lv , Heng Huang , Ming Mao , Shuai Cui

Image descriptions can help visually impaired people to quickly understand the image content. While we made significant progress in automatically describing images and optical character recognition, current approaches are unable to include…

计算机视觉与模式识别 · 计算机科学 2020-08-05 Oleksii Sidorov , Ronghang Hu , Marcus Rohrbach , Amanpreet Singh

A well-designed document communicates not only through its words but also through its visual eloquence. Authors utilize aesthetic elements such as colors, fonts, graphics, and layouts to shape the perception of information. Thoughtful…

人工智能 · 计算机科学 2024-03-28 Hsiu-Wei Yang , Abhinav Agrawal , Pavlos Fragkogiannis , Shubham Nitin Mulay

An image is worth a thousand words, conveying information that goes beyond the physical visual content therein. In this paper, we study the intent behind social media images with an aim to analyze how visual information can help the…

计算机视觉与模式识别 · 计算机科学 2021-03-30 Menglin Jia , Zuxuan Wu , Austin Reiter , Claire Cardie , Serge Belongie , Ser-Nam Lim

How do people internalize visualizations: as images or information? In this study, we investigate the nature of internalization for visualizations (i.e., how the mind encodes visualizations in memory) and how memory encoding affects its…

人机交互 · 计算机科学 2023-07-24 Anjana Arunkumar , Lace Padilla , Gi-Yeul Bae , Chris Bryan

Image captioning implies automatically generating textual descriptions of images based only on the visual input. Although this has been an extensively addressed research topic in recent years, not many contributions have been made in the…

计算机视觉与模式识别 · 计算机科学 2021-02-09 Eva Cetinic

Computer vision often treats human perception as homogeneous: an implicit assumption that visual stimuli are perceived similarly by everyone. This assumption is reflected in the way researchers collect datasets and train vision models. By…

计算机视觉与模式识别 · 计算机科学 2025-05-13 Andre Ye , Sebastin Santy , Jena D. Hwang , Amy X. Zhang , Ranjay Krishna

Understanding the semantics of visual scenes is a fundamental challenge in Computer Vision. A key aspect of this challenge is that objects sharing similar semantic meanings or functions can exhibit striking visual differences, making…

计算机视觉与模式识别 · 计算机科学 2024-06-21 Rushikesh Zawar , Shaurya Dewan , Andrew F. Luo , Margaret M. Henderson , Michael J. Tarr , Leila Wehbe

Images often communicate more than they literally depict: a set of tools can suggest an occupation and a cultural artifact can suggest a tradition. This kind of indirect visual reference, known as visual metonymy, invites viewers to recover…

计算与语言 · 计算机科学 2026-01-27 Saptarshi Ghosh , Linfeng Liu , Tianyu Jiang

The impact of culture in visual emotion perception has recently captured the attention of multimedia research. In this study, we pro- vide powerful computational linguistics tools to explore, retrieve and browse a dataset of 16K…

计算与语言 · 计算机科学 2016-06-09 Nikolaos Pappas , Miriam Redi , Mercan Topkara , Brendan Jou , Hongyi Liu , Tao Chen , Shih-Fu Chang

Some datasets with the described content and order of occurrence of sounds have been released for conversion between environmental sound and text. However, there are very few texts that include information on the impressions humans feel,…

Recently, image captioning has aroused great interest in both academic and industrial worlds. Most existing systems are built upon large-scale datasets consisting of image-sentence pairs, which, however, are time-consuming to construct. In…

计算机视觉与模式识别 · 计算机科学 2021-08-18 Fenglin Liu , Meng Gao , Tianhao Zhang , Yuexian Zou

Quantifying image complexity at the entity level is straightforward, but the assessment of semantic complexity has been largely overlooked. In fact, there are differences in semantic complexity across images. Images with richer semantics…

计算机视觉与模式识别 · 计算机科学 2025-02-25 Xiujie Song , Xiaoyi Pang , Haifeng Tang , Mengyue Wu , Kenny Q. Zhu

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…

计算机视觉与模式识别 · 计算机科学 2018-10-03 Simone Bianco , Luigi Celona , Raimondo Schettini

The rapid proliferation of visual content raises fundamental questions about how different visual formats and features shape perceived credibility. Drawing on processing fluency theory, this research examines how visuals shape credibility…

人机交互 · 计算机科学 2026-05-27 Salman Khawar , Yingdan Lu , Yilang Peng , Jiyoung Yeon , Cuihua Shen
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