Text Style Brush - Transfer of text aesthetics from a single example | Paper Explained

❤️ Become The AI Epiphany Patreon ❤️ ► https://www.patreon.com/theaiepiphany ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ In this video I explain the "Text Style Brush - Transfer of text aesthetics from a single example" paper from Facebook AI research. They achieve a high-quality, single-shot, text style transfer across multiple domains (handwritten, scene text) through a combination of self-supervised and supervised learning. This work promises many exciting future applications, like augmented/mixed reality, but also raises societal concerns related to deep fakes. ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ ✅ Paper: https://ai.facebook.com/research/publications/textstylebrush-transfer-of-text-aesthetics-from-a-single-example/ ✅ Blog: https://ai.facebook.com/blog/ai-can-now-emulate-text-style-in-images-in-one-shot-using-just-a-single-word ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ ⌚️ Timetable: 00:00 What is Text Style Brush about? 02:35 Key points of the paper 04:05 A high-level overview of the TSB pipeline 13:00 Diving deeper - Encoders 14:30 Diving deeper - Generator and map network 15:30 Adaptive Instance Normalization 17:40 Text perceptual loss 21:15 Text content loss 23:10 Reconstruction loss 27:20 New Imgur 5k dataset 28:05 Ablations 30:15 Text reco accuracy, quantitative quality, user study 32:40 Failure cases 33:40 Future applications and deep fakes 35:10 Conclusions ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ 💰 BECOME A PATREON OF THE AI EPIPHANY ❤️ If these videos, GitHub projects, and blogs help you, consider helping me out by supporting me on Patreon! The AI Epiphany ► https://www.patreon.com/theaiepiphany One-time donation: https://www.paypal.com/paypalme/theaiepiphany Much love! ❤️ Huge thank you to these AI Epiphany patreons: Petar Veličković Zvonimir Sabljic ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ 💡 The AI Epiphany is a channel dedicated to simplifying the field of AI using creative visualizations and in general, a stronger focus on geometrical and visual intuition, rather than the algebraic and numerical "intuition