Exploring the influence of scale on artist attribution
نویسندگان
چکیده
Previous work has shown that the artist of an artwork can be identified by use of computational methods that analyse digital images. However, the digitised artworks are often investigated at a coarse scale discarding many of the important details that may define an artist’s style. In recent years high resolution images of artworks have become available, which, combined with increased processing power and new computational techniques, allow us to analyse digital images of artworks at a very fine scale. In this work we train and evaluate a Convolutional Neural Network (CNN) on the task of artist attribution using artwork images of varying resolutions. To this end, we combine two existing methods to enable the application of high resolution images to CNNs. By comparing the attribution performances obtained at different scales, we find that in most cases finer scales are beneficial to the attribution performance, whereas for a minority of the artists, coarser scales appear to be preferable. We conclude that artist attribution would benefit from a multi-scale CNN approach which vastly expands the possibilities for computational art forensics.
منابع مشابه
اثربخشی بازآموزی اسنادی بر اضطراب دانشآموزان با ناتوانیهای یادگیری
Objective: The present study aimed to determine the effectiveness of attribution retraining group program on anxiety of students with learning disabilities. Materials & Methods: In this semi-experimental study pre-test and post-test design with control group was used. Two learning disorders centers were selected on purpose and conveniently in Tehran City in 2012-13 academic years. Thirty six...
متن کاملStudy of the Efficacy of Cognitive Restructuring Teaching at Student\'s Attribution Style and Academic Performance
Objectives: One of the education ministry’s concerns in high schools is the problem of academic achievement. The researches have mentioned that student’s false attribution and absence of scholastic counseling service are the most important factors affecting student’s low performance and achievements. The main goal of this research was to study the rate of cognitive reconstructive effect on attr...
متن کاملThe Mediation Role of Resiliency in the Relationship of Attribution Styles and Personality Dimensions with Job Burnout in Surgeons of Kerman City, Iran
Background & Aims: There is a high prevalence of burnout in modern societies and it encompasses all aspects of life. Thus, this study investigated the effects of personality dimensions and attribution styles variables on the dependent variable of job burnout with the mediating role of resiliency in surgeons in Kerman, Iran. Methods: The target population consisted of 127 surgeons of whom 90 sur...
متن کاملExploring the relationship between land use and surface water quality using multivariate statistics in arid and semi-arid regions
The relative impacts of different types of land use on the surface water quality are yet to be ascertained and quantified. In this paper, the influence of different types of land use on surface water quality is investigated. Rain events samples from different land use in the central plateau, Iran, were analyzed for major ions. Statistical analyses were employed to examine the statistical relati...
متن کاملExploring Teachers’ Perception of Intercultural Communicative Competence and their Practices for Teaching Culture in EFL Classrooms
This study aimed to examine the effect of EFL teachers’ level of instruction, education, and experience on their perceptions of Intercultural Communicative Competence (ICC) on the one hand and the effect of teachers’ ICC perceptions on their practices of teaching culture on the other. The participants of this study were 111 EFL teachers (59 males, 52 females), selected through purposive samplin...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید
ثبت ناماگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید
ورودعنوان ژورنال:
- CoRR
دوره abs/1506.05929 شماره
صفحات -
تاریخ انتشار 2015