TY - GEN
T1 - Do AI Models "like" Black Dogs? Towards Exploring Perceptions of Dogs with Vision-Language Models
AU - Feighelstein, Marcelo
AU - Kovalyo, Einat
AU - Abrams, Jennifer
AU - Byosiere, Sarah Elisabeth
AU - Zamansky, Anna
N1 - Publisher Copyright: © 2022 Owner/Author.
PY - 2022/12/5
Y1 - 2022/12/5
N2 - Large-scale, pretrained vision-language models such as OpenAI's CLIP are a game changer in Computer Vision due to their unprecedented gzero-shot' image classification capabilities. As they are pretrained on huge amounts of unsupervised web-scraped data, they suffer from inherent biases reflecting human perceptions, norms and beliefs. This position paper aims to highlight the potential of studying models such as CLIP in the context of human-Animal relationships, in particular for understanding human perceptions and preferences with respect to physical attributes of pets and their adoptability.
AB - Large-scale, pretrained vision-language models such as OpenAI's CLIP are a game changer in Computer Vision due to their unprecedented gzero-shot' image classification capabilities. As they are pretrained on huge amounts of unsupervised web-scraped data, they suffer from inherent biases reflecting human perceptions, norms and beliefs. This position paper aims to highlight the potential of studying models such as CLIP in the context of human-Animal relationships, in particular for understanding human perceptions and preferences with respect to physical attributes of pets and their adoptability.
KW - animal-Assisted reading
KW - animal-computer interaction
KW - app design
KW - child
KW - support dog
UR - http://www.scopus.com/inward/record.url?scp=85152193746&partnerID=8YFLogxK
U2 - https://doi.org/10.1145/3565995.3566022
DO - https://doi.org/10.1145/3565995.3566022
M3 - Conference contribution
T3 - ACM International Conference Proceeding Series
BT - ACI 2022 - 9th International Conference on Animal-Computer Interaction
PB - Association for Computing Machinery
T2 - 9th International Conference on Animal-Computer Interaction: Defining Tomorrow, ACI 2022
Y2 - 5 December 2022 through 8 December 2022
ER -