OpenAI GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models
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In this video I cover a new paper from OpenAI - "GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models" where they combine diffusion models with transformers to outperform their older DALL-E model.
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✅ GLIDE paper: https://arxiv.org/abs/2112.10741
✅ GLIDE code: https://github.com/openai/glide-text2im
Learning about diffusion models
Papers:
✅ Seminal (2015): https://arxiv.org/pdf/1503.03585.pdf
✅ DDPM (2020): https://arxiv.org/pdf/2006.11239.pdf
✅ OpenAI (1): https://arxiv.org/pdf/2102.09672.pdf
✅ OpenAI (2): https://arxiv.org/pdf/2105.05233.pdf
Blogs:
✅ Score-based models: https://yang-song.github.io/blog/2021/score/
✅ Diffusion models: https://lilianweng.github.io/lil-log/2021/07/11/diffusion-models.html
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⌚️ Timetable:
00:00 Intro to GLIDE - results
04:00 Intro to diffusion models
07:10 Inpainting and other awesome results
11:05 Diffusion models in depth
20:45 VAE inspired loss
31:30 GLIDE pipeline (diffusion + transformers)
34:15 Guided diffusion
38:00 Classifier-free guidance
42:25 CLIP guidance
45:25 Comparison with other models
48:30 Safety considerations
49:25 Failure cases
51:40 Outro
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💰 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
Huge thank you to these AI Epiphany patreons:
Eli Mahler
Kulsoom Abdullah
Petar Veličković
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#glide #openai #diffusionmodels
❤️ Become The AI Epiphany Patreon ❤️
https://www.patreon.com/theaiepiphany
👨👩👧👦 Join our Discord community 👨👩👧👦
https://discord.gg/peBrCpheKE
In this video I cover a new paper from OpenAI – “GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models” where they combine diffusion models with transformers to outperform their older DALL-E model.
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
✅ GLIDE paper: https://arxiv.org/abs/2112.10741
✅ GLIDE code: https://github.com/openai/glide-text2im
Learning about diffusion models
Papers:
✅ Seminal (2015): https://arxiv.org/pdf/1503.03585.pdf
✅ DDPM (2020): https://arxiv.org/pdf/2006.11239.pdf
✅ OpenAI (1): https://arxiv.org/pdf/2102.09672.pdf
✅ OpenAI (2): https://arxiv.org/pdf/2105.05233.pdf
Blogs:
✅ Score-based models: https://yang-song.github.io/blog/2021/score/
✅ Diffusion models: https://lilianweng.github.io/lil-log/2021/07/11/diffusion-models.html
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
⌚️ Timetable:
00:00 Intro to GLIDE – results
04:00 Intro to diffusion models
07:10 Inpainting and other awesome results
11:05 Diffusion models in depth
20:45 VAE inspired loss
31:30 GLIDE pipeline (diffusion + transformers)
34:15 Guided diffusion
38:00 Classifier-free guidance
42:25 CLIP guidance
45:25 Comparison with other models
48:30 Safety considerations
49:25 Failure cases
51:40 Outro
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
💰 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
Huge thank you to these AI Epiphany patreons:
Eli Mahler
Kulsoom Abdullah
Petar Veličković
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
💼 LinkedIn – https://www.linkedin.com/in/aleksagordic/
🐦 Twitter – https://twitter.com/gordic_aleksa
👨👩👧👦 Discord – https://discord.gg/peBrCpheKE
📺 YouTube – https://www.youtube.com/c/TheAIEpiphany/
📚 Medium – https://gordicaleksa.medium.com/
💻 GitHub – https://github.com/gordicaleksa
📢 AI Newsletter – https://aiepiphany.substack.com/
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#glide #openai #diffusionmodels
