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Multimodality – a definition. 📄 Parcalabescu et al. "What is Multimodality?" (2021): https://arxiv.org/abs/2103.06304 What is MULTIMODAL Machine Learning? Are text and images the same modality? What about text and an image of that text? In this video, we will answer these questions, by giving a new definition of multimodality. ➡️ AI Coffee Break Merch! 🛍️ https://aicoffeebreak.creator-spring.... ▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀ 🔥 Optionally, pay us a coffee to boost our Coffee Bean production! ☕ Patreon: / aicoffeebreak Ko-fi: https://ko-fi.com/aicoffeebreak ▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀ Outline: 00:00 Thoughts 00:42 ELI5 Multimodality 03:02 Others on multimodality 06:31 Our definition 08:01 Definitions applied Papers: 📄 Baltrušaitis, Tadas, Chaitanya Ahuja, and Louis-Philippe Morency. "Multimodal machine learning: A survey and taxonomy." IEEE transactions on pattern analysis and machine intelligence 41, no. 2 (2018): 423-443. https://arxiv.org/pdf/1705.09406.pdf 📄 Guo, Wenzhong, Jianwen Wang, and Shiping Wang. "Deep multimodal representation learning: A survey." IEEE Access 7 (2019): 63373-63394. https://ieeexplore.ieee.org/document/... 📄 Zhang, Chao, Zichao Yang, Xiaodong He, and Li Deng. "Multimodal intelligence: Representation learning, information fusion, and applications." IEEE Journal of Selected Topics in Signal Processing (2020). https://arxiv.org/pdf/1911.03977.pdf 🔗 Links: YouTube: / aicoffeebreak Twitter: / aicoffeebreak Reddit: / aicoffeebreak #AICoffeeBreak #MsCoffeeBean #multimodal #multimodality #MachineLearning #AI #research #ComputerVision #NLP Video and thumbnail contain emojis designed by OpenMoji – the open-source emoji and icon project. License: CC BY-SA 4.0