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AI Cannot Understand Memes: Experiments with OCR and Facial Emotions

Ishaani Priyadarshini*, Chase Cotton

Department of Electrical and Computer Engineering, University of Delaware, Newark, 19716, DE, United States

* Corresponding Author: Ishaani Priyadarshini. Email: email

Computers, Materials & Continua 2022, 70(1), 781-800. https://doi.org/10.32604/cmc.2022.019284

Abstract

The increasing capabilities of Artificial Intelligence (AI), has led researchers and visionaries to think in the direction of machines outperforming humans by gaining intelligence equal to or greater than humans, which may not always have a positive impact on the society. AI gone rogue, and Technological Singularity are major concerns in academia as well as the industry. It is necessary to identify the limitations of machines and analyze their incompetence, which could draw a line between human and machine intelligence. Internet memes are an amalgam of pictures, videos, underlying messages, ideas, sentiments, humor, and experiences, hence the way an internet meme is perceived by a human may not be entirely how a machine comprehends it. In this paper, we present experimental evidence on how comprehending Internet Memes is a challenge for AI. We use a combination of Optical Character Recognition techniques like Tesseract, Pixel Link, and East Detector to extract text from the memes, and machine learning algorithms like Convolutional Neural Networks (CNN), Region-based Convolutional Neural Networks (RCNN), and Transfer Learning with pre-trained denseNet for assessing the textual and facial emotions combined. We evaluate the performance using Sensitivity and Specificity. Our results show that comprehending memes is indeed a challenging task, and hence a major limitation of AI. This research would be of utmost interest to researchers working in the areas of Artificial General Intelligence and Technological Singularity.


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Cite This Article

APA Style
Priyadarshini, I., Cotton, C. (2022). AI cannot understand memes: experiments with OCR and facial emotions. Computers, Materials & Continua, 70(1), 781-800. https://doi.org/10.32604/cmc.2022.019284
Vancouver Style
Priyadarshini I, Cotton C. AI cannot understand memes: experiments with OCR and facial emotions. Comput Mater Contin. 2022;70(1):781-800 https://doi.org/10.32604/cmc.2022.019284
IEEE Style
I. Priyadarshini and C. Cotton, "AI Cannot Understand Memes: Experiments with OCR and Facial Emotions," Comput. Mater. Contin., vol. 70, no. 1, pp. 781-800. 2022. https://doi.org/10.32604/cmc.2022.019284



cc This work is licensed under a Creative Commons Attribution 4.0 International License , which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
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