• Title/Summary/Keyword: POSTER

Search Result 255, Processing Time 0.027 seconds

Deep Learning-Based Box Office Prediction Using the Image Characteristics of Advertising Posters in Performing Arts (공연예술에서 광고포스터의 이미지 특성을 활용한 딥러닝 기반 관객예측)

  • Cho, Yujung;Kang, Kyungpyo;Kwon, Ohbyung
    • The Journal of Society for e-Business Studies
    • /
    • v.26 no.2
    • /
    • pp.19-43
    • /
    • 2021
  • The prediction of box office performance in performing arts institutions is an important issue in the performing arts industry and institutions. For this, traditional prediction methodology and data mining methodology using standardized data such as cast members, performance venues, and ticket prices have been proposed. However, although it is evident that audiences tend to seek out their intentions by the performance guide poster, few attempts were made to predict box office performance by analyzing poster images. Hence, the purpose of this study is to propose a deep learning application method that can predict box office success through performance-related poster images. Prediction was performed using deep learning algorithms such as Pure CNN, VGG-16, Inception-v3, and ResNet50 using poster images published on the KOPIS as learning data set. In addition, an ensemble with traditional regression analysis methodology was also attempted. As a result, it showed high discrimination performance exceeding 85% of box office prediction accuracy. This study is the first attempt to predict box office success using image data in the performing arts field, and the method proposed in this study can be applied to the areas of poster-based advertisements such as institutional promotions and corporate product advertisements.

POSTER

  • The Korean Dental Association
    • The Journal of the Korean dental association
    • /
    • v.35 no.8 s.339
    • /
    • pp.566-576
    • /
    • 1997
  • PDF

Development and Utilization of Posters for Human Performance Improvement (인적행위개선 포스터 개발과 활용)

  • Kwon, Soon-Il;Son, Keum-Su;Jung, Yeon-Sub;Ko, Hyo-Je
    • Journal of the Ergonomics Society of Korea
    • /
    • v.26 no.1
    • /
    • pp.93-97
    • /
    • 2007
  • As many as 111 reactor trips have occurred for recent 5 years('01-'05), and 26 cases of them have occurred due to human error. The trend of human error rate didn't decrease in 2004, so KHNP started to make efforts to decrease human errors. In 2006 KHNP bench marked excellent foreign nuclear power plants and introduced human error prevention tools. In addition, KHNP created as many as 40 posters for human performance improvement. The posters are based on the about 500 real incident reports collected through K-HPES from 1995. Therror preventive tols for the poster. This paper explains design of the posters and their application.

The Trends of Radiation Research Grasped at IRPA 7 Congress (제7차 IRPA 국제학회를 통해 본 방사선 연구동향)

  • Hwang, Sun-Tae
    • Journal of Radiation Protection and Research
    • /
    • v.13 no.1
    • /
    • pp.42-54
    • /
    • 1988
  • Overall reviews of papers presented at the seventh IRPA International Congress (Aprill 10-17, 1988) held in Sydney, Australia have been done in order to grasp the trends of radiation research. In this report, the changing and increasing matters in the field of ionizing radiation safety as well as non-ionizing radiation application are introduced to the KARP. In addition, a research paper, 'Emission Rate Measurement of a Cf-252 Neutron Source by Manganous Sulfate Bath Method', presented at the IRPA 7 Poster Session is followed.

  • PDF

Fashion Images of the France Posters of the Late 19th Century (19세기 말 프랑스 포스터에 표현된 패션 이미지)

  • Choi, Yoo-Jin;Choi, Jung-Hwa
    • The Research Journal of the Costume Culture
    • /
    • v.16 no.5
    • /
    • pp.812-825
    • /
    • 2008
  • This article analyzed fashion representations in France posters, especially the late 19th century France when mass consumption cultures arose. That was analyzed by consumers' sexuality supposed in advertisement contents. Female models mainly figured in posters of the late 19th century France made a role to promote consumption, in which female models were emphasized on fashion, for example, erotic robe, unusual hair style and etc. Posters' type in this period were categorized in three types by presenting style of female body and fashion style. The first were targeting female consumers, and that posters represented bourgeois fashion styles and life styles to clear consumers' social status and to present women's consuming power. The second case was targeting male consumers, and that posters figured female models such as available products. In this case, poster artists emphasized female models' sexualities and used fantasies against eroticism of the legs and feet. And third case was targeting female consumers and males', in this case, two different aspects were required to appealing to consumers. One was to use a female sexuality to appeal for male consumers, the other was to modify female models as transcendental being such like a muse admirable and mysterious, through fashion styles for female consumers. In the late 19th century, female body and fashion were spectacular elements in visual arts specifically. This study clarified representations of female body and fashion in the late 19th century posters according to poster's contents and target consumer's sexuality. This was one of the aspects characterizing early advertisement media.

  • PDF