FLORIDA: Fake-looking Real Images Dataset

التفاصيل البيبلوغرافية
العنوان: FLORIDA: Fake-looking Real Images Dataset
المؤلفون: Borji, Ali
سنة النشر: 2023
المجموعة: Computer Science
مصطلحات موضوعية: Computer Science - Computer Vision and Pattern Recognition, Computer Science - Artificial Intelligence
الوصف: Although extensive research has been carried out to evaluate the effectiveness of AI tools and models in detecting deep fakes, the question remains unanswered regarding whether these models can accurately identify genuine images that appear artificial. In this study, as an initial step towards addressing this issue, we have curated a dataset of 510 genuine images that exhibit a fake appearance and conducted an assessment using two AI models. We show that two models exhibited subpar performance when applied to our dataset. Additionally, our dataset can serve as a valuable tool for assessing the ability of deep learning models to comprehend complex visual stimuli. We anticipate that this research will stimulate further discussions and investigations in this area. Our dataset is accessible at https://github.com/aliborji/FLORIDA.
نوع الوثيقة: Working Paper
URL الوصول: http://arxiv.org/abs/2311.10931
رقم الأكسشن: edsarx.2311.10931
قاعدة البيانات: arXiv