Uploaded June 2021 | Updated September 2026, 1 week ago
❤️ Become The AI Epiphany Patreon ❤️ ► 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: ai.facebook.com/research/publications/textstylebrush-transfer-of-text-aesthetics-from-a-single-example
✅ Blog: 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 ► patreon.com/theaiepiphany
One-time donation:
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".
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
👋 CONNECT WITH ME ON SOCIAL
LinkedIn ► linkedin.com/in/aleksagordic
Twitter ► twitter.com/gordic_aleksa
Instagram ► instagram.com/aiepiphany
Facebook ► facebook.com/aiepiphany
👨👩👧👦 JOIN OUR DISCORD COMMUNITY:
Discord ► discord.gg/peBrCpheKE
📢 SUBSCRIBE TO MY MONTHLY AI NEWSLETTER:
Substack ► aiepiphany.substack.com
💻 FOLLOW ME ON GITHUB FOR COOL PROJECTS:
GitHub ► github.com/gordicaleksa
📚 FOLLOW ME ON MEDIUM:
Medium ► gordicaleksa.medium.com
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
#textstyletransfer #deepfakes #facebookai
❤️ Become The AI Epiphany Patreon ❤️ ► 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: ai.facebook.com/research/publications/textstylebrush-transfer-of-text-aesthetics-from-a-single-example
✅ Blog: 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 ► patreon.com/theaiepiphany
One-time donation:
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".
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
👋 CONNECT WITH ME ON SOCIAL
LinkedIn ► linkedin.com/in/aleksagordic
Twitter ► twitter.com/gordic_aleksa
Instagram ► instagram.com/aiepiphany
Facebook ► facebook.com/aiepiphany
👨👩👧👦 JOIN OUR DISCORD COMMUNITY:
Discord ► discord.gg/peBrCpheKE
📢 SUBSCRIBE TO MY MONTHLY AI NEWSLETTER:
Substack ► aiepiphany.substack.com
💻 FOLLOW ME ON GITHUB FOR COOL PROJECTS:
GitHub ► github.com/gordicaleksa
📚 FOLLOW ME ON MEDIUM:
Medium ► gordicaleksa.medium.com
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
#textstyletransfer #deepfakes #facebookai
