Al-generated vs. Human Artworks. A Perception Bias Towards Artificial Intelligence?

被引:87
作者
Ragot, Martin [1 ]
Martin, Nicolas [1 ]
Cojean, Salome [2 ]
机构
[1] IRT B Com, 1219 Av Champs Blancs, F-35510 Cesson Sevigne, France
[2] Univ Angers, Lab Psychol LPPL, EA 4638, 11 Blvd Lavoisier, F-49045 Angers, France
来源
CHI'20: EXTENDED ABSTRACTS OF THE 2020 CHI CONFERENCE ON HUMAN FACTORS IN COMPUTING SYSTEMS | 2020年
关键词
Arts; Artificial Intelligence; AI; Authorship; Bias; CAN; Computational Creativity; GAN; Painting;
D O I
10.1145/3334480.3382892
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Via generative adversarial networks (GANs), artificial intelligence (AI) has influenced many areas, especially the artistic field, as symbol of a human task. In human-computer interaction (HCI) studies, perception biases against AI, machines, or computers are generally cited. However, experimental evidence is still lacking. This paper presents a wide-scale experiment in which 565 participants are asked to evaluate paintings (which were created by humans or AI) on four dimensions: liking, perceived beauty, novelty, and meaning. A priming effect is evaluated using two between-subject conditions: artworks presented as created by an AI, and artworks presented as created by a human artist. Finally, the paintings perceived as being drawn by human are evaluated significantly more highly than those perceived as being made by AI. Thus, using such a methodology and sample in an unprecedented way, the results show a negative bias of perception towards AI and a preference bias towards human systems.
引用
收藏
页数:10
相关论文
共 56 条
[1]   JenAesthetics Subjective Dataset: Analyzing Paintings by Subjective Scores [J].
Amirshahi, Seyed Ali ;
Hayn-Leichsenring, Gregor Uwe ;
Denzler, Joachim ;
Redies, Christoph .
COMPUTER VISION - ECCV 2014 WORKSHOPS, PT I, 2015, 8925 :3-19
[2]  
[Anonymous], ARXIV170607068CS
[3]  
Arrow Kenneth., 1995, BARRIERS CONFLICT RE
[4]   Can Artificial Intelligence Make Art without Artists? Ask the Viewer [J].
Audry, Sofian ;
Ippolito, Jon .
ARTS, 2019, 8 (01)
[5]   Automaticity of social behavior: Direct effects of trait construct and stereotype activation on action [J].
Bargh, JA ;
Chen, M ;
Burrows, L .
JOURNAL OF PERSONALITY AND SOCIAL PSYCHOLOGY, 1996, 71 (02) :230-244
[6]   Fitting Linear Mixed-Effects Models Using lme4 [J].
Bates, Douglas ;
Maechler, Martin ;
Bolker, Benjamin M. ;
Walker, Steven C. .
JOURNAL OF STATISTICAL SOFTWARE, 2015, 67 (01) :1-48
[7]  
Berlyne D., 1971, AESTHETICS PSYCHOBIO
[8]   SOCIAL CATEGORIZATION AND SIMILARITY IN INTERGROUP BEHAVIOUR [J].
BILLIG, M ;
TAJFEL, H .
EUROPEAN JOURNAL OF SOCIAL PSYCHOLOGY, 1973, 3 (01) :27-52
[9]   'It's Reducing a Human Being to a Percentage'; Perceptions of Justice in Algorithmic Decisions [J].
Binns, Reuben ;
Van Kleek, Max ;
Veale, Michael ;
Lyngs, Ulrik ;
Zhao, Jun ;
Shadbolt, Nigel .
PROCEEDINGS OF THE 2018 CHI CONFERENCE ON HUMAN FACTORS IN COMPUTING SYSTEMS (CHI 2018), 2018,
[10]  
Boden Margaret A., 2010, KYBERNETES