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Real-world applications of computer vision in the humanities require algorithms to be robust against artistic abstraction, peripheral objects, and subtle differences between fine-grained target classes. Existing datasets provide…

计算机视觉与模式识别 · 计算机科学 2025-07-14 Mathias Zinnen , Prathmesh Madhu , Inger Leemans , Peter Bell , Azhar Hussian , Hang Tran , Ali Hürriyetoğlu , Andreas Maier , Vincent Christlein

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

Iconography in art is the discipline that studies the visual content of artworks to determine their motifs and themes andto characterize the way these are represented. It is a subject of active research for a variety of purposes, including…

计算机视觉与模式识别 · 计算机科学 2021-07-27 Federico Milani , Piero Fraternali

Art plagiarism detection plays a crucial role in protecting artists' copyrights and intellectual property, yet it remains a challenging problem in forensic analysis. In this paper, we address the task of recognizing plagiarized paintings…

计算机视觉与模式识别 · 计算机科学 2025-07-01 Sophie Zhou , Shu Kong

In recent years, deep neural network approaches have naturally extended to the video domain, in their simplest case by aggregating per-frame classifications as a baseline for action recognition. A majority of the work in this area extends…

计算机视觉与模式识别 · 计算机科学 2018-01-24 Daniel Castro , Steven Hickson , Patsorn Sangkloy , Bhavishya Mittal , Sean Dai , James Hays , Irfan Essa

Computer vision systems are designed to work well within the context of everyday photography. However, artists often render the world around them in ways that do not resemble photographs. Artwork produced by people is not constrained to…

计算机视觉与模式识别 · 计算机科学 2017-07-11 Michael J. Wilber , Chen Fang , Hailin Jin , Aaron Hertzmann , John Collomosse , Serge Belongie

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

Large datasets that were made publicly available to the research community over the last 20 years have been a key enabling factor for the advances in deep learning algorithms for NLP or computer vision. These datasets are generally pairs of…

计算机视觉与模式识别 · 计算机科学 2022-11-04 Artem Reshetnikov , Maria-Cristina Marinescu , Joaquim More Lopez

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

The growing availability of digitized art collections has created the need to manage, analyze and categorize large amounts of data related to abstract concepts, highlighting a demanding problem of computer science and leading to new…

计算机视觉与模式识别 · 计算机科学 2023-05-01 Vassilis Lyberatos , Paraskevi-Antonia Theofilou , Jason Liartis , Georgios Siolas

Deep learning has paved the way for strong recognition systems which are often both trained on and applied to natural images. In this paper, we examine the give-and-take relationship between such visual recognition systems and the rich…

计算机视觉与模式识别 · 计算机科学 2020-11-25 Hubert Lin , Mitchell Van Zuijlen , Maarten W. A. Wijntjes , Sylvia C. Pont , Kavita Bala

In the past few years, the number of fine-art collections that are digitized and publicly available has been growing rapidly. With the availability of such large collections of digitized artworks comes the need to develop multimedia systems…

计算机视觉与模式识别 · 计算机科学 2015-05-06 Babak Saleh , Ahmed Elgammal

Humans comprehend a natural scene at a single glance; painters and other visual artists, through their abstract representations, stressed this capacity to the limit. The performance of computer vision solutions matched that of humans in…

计算机视觉与模式识别 · 计算机科学 2017-12-12 Mihai Badea , Corneliu Florea , Laura Florea , Constantin Vertan

The rise of multi-million-item dataset initiatives has enabled data-hungry machine learning algorithms to reach near-human semantic classification at tasks such as object and scene recognition. Here we describe the Places Database, a…

计算机视觉与模式识别 · 计算机科学 2016-10-10 Bolei Zhou , Aditya Khosla , Agata Lapedriza , Antonio Torralba , Aude Oliva

This work introduces a dataset for large-scale instance-level recognition in the domain of artworks. The proposed benchmark exhibits a number of different challenges such as large inter-class similarity, long tail distribution, and many…

计算机视觉与模式识别 · 计算机科学 2022-02-04 Nikolaos-Antonios Ypsilantis , Noa Garcia , Guangxing Han , Sarah Ibrahimi , Nanne Van Noord , Giorgos Tolias

The task of a visual landmark recognition system is to identify photographed buildings or objects in query photos and to provide the user with relevant information on them. With their increasing coverage of the world's landmark buildings…

计算机视觉与模式识别 · 计算机科学 2015-06-12 Tobias Weyand , Bastian Leibe

The artistic community is increasingly relying on automatic computational analysis for authentication and classification of artistic paintings. In this paper, we identify hidden patterns and relationships present in artistic paintings by…

计算机视觉与模式识别 · 计算机科学 2021-02-10 Jorge Miguel Silva , Diogo Pratas , Rui Antunes , Sérgio Matos , Armando J. Pinho

Since its beginning visual recognition research has tried to capture the huge variability of the visual world in several image collections. The number of available datasets is still progressively growing together with the amount of samples…

计算机视觉与模式识别 · 计算机科学 2014-02-25 Tatiana Tommasi , Tinne Tuytelaars , Barbara Caputo

The evaluation of object detection models is usually performed by optimizing a single metric, e.g. mAP, on a fixed set of datasets, e.g. Microsoft COCO and Pascal VOC. Due to image retrieval and annotation costs, these datasets consist…

计算机视觉与模式识别 · 计算机科学 2022-12-01 Floriana Ciaglia , Francesco Saverio Zuppichini , Paul Guerrie , Mark McQuade , Jacob Solawetz

Visual design is associated with the use of some basic design elements and principles. Those are applied by the designers in the various disciplines for aesthetic purposes, relying on an intuitive and subjective process. Thus, numerical…

计算机视觉与模式识别 · 计算机科学 2021-08-10 Gozdenur Demir , Asli Cekmis , Vahit Bugra Yesilkaynak , Gozde Unal
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