Uploaded December 2021 | Updated September 2026, 1 week ago
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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.
β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬
β GLIDE paper: arxiv.org/abs/2112.10741
β GLIDE code: github.com/openai/glide-text2im
Learning about diffusion models
Papers:
β Seminal (2015): arxiv.org/pdf/1503.03585.pdf
β DDPM (2020): arxiv.org/pdf/2006.11239.pdf
β OpenAI (1): arxiv.org/pdf/2102.09672.pdf
β OpenAI (2): arxiv.org/pdf/2105.05233.pdf
Blogs:
β Score-based models: yang-song.github.io/blog/2021/score
β Diffusion models: lilianweng.github.io/lil-log/2021/07/11/diffusion-models.html
β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬
βοΈ 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
β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬
π° BECOME A PATREON OF THE AI EPIPHANY β€οΈ
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
Huge thank you to these AI Epiphany patreons:
Eli Mahler
Kulsoom Abdullah
Petar VeliΔkoviΔ
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β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬
#glide #openai #diffusionmodels
β€οΈ Become The AI Epiphany Patreon β€οΈ
patreon.com/theaiepiphany
π¨βπ©βπ§βπ¦ Join our Discord community π¨βπ©βπ§βπ¦
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.
β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬
β GLIDE paper: arxiv.org/abs/2112.10741
β GLIDE code: github.com/openai/glide-text2im
Learning about diffusion models
Papers:
β Seminal (2015): arxiv.org/pdf/1503.03585.pdf
β DDPM (2020): arxiv.org/pdf/2006.11239.pdf
β OpenAI (1): arxiv.org/pdf/2102.09672.pdf
β OpenAI (2): arxiv.org/pdf/2105.05233.pdf
Blogs:
β Score-based models: yang-song.github.io/blog/2021/score
β Diffusion models: lilianweng.github.io/lil-log/2021/07/11/diffusion-models.html
β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬
βοΈ 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
β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬
π° BECOME A PATREON OF THE AI EPIPHANY β€οΈ
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
Huge thank you to these AI Epiphany patreons:
Eli Mahler
Kulsoom Abdullah
Petar VeliΔkoviΔ
β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬
πΌ LinkedIn - linkedin.com/in/aleksagordic
π¦ Twitter - twitter.com/gordic_aleksa
π¨βπ©βπ§βπ¦ Discord - discord.gg/peBrCpheKE
πΊ YouTube - youtube.com/c/TheAIEpiphany
π Medium - gordicaleksa.medium.com
π» GitHub - github.com/gordicaleksa
π’ AI Newsletter - aiepiphany.substack.com
β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬β¬
#glide #openai #diffusionmodels
