Uploaded January 2022 | Updated September 2026, 1 week ago
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In this video I cover the recently published "A ConvNet for the 2020s" paper. They show that ConvNets are still in the game! - by adding new design ideas and training procedures they outperform vision transformers even in big data regimes and without any attention layers.
Convolutional prior continues to stand the test of time in the field of computer vision.
Note: I also partially cover the Swin transformer paper in case you missed out on that one. :)
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 Paper: arxiv.org/abs/2201.03545
β GitHub: github.com/facebookresearch/ConvNeXt
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 - convergence of transformers and CNNs
05:05 Main diagram explained
07:40 Main diagram corrections
10:10 Swin transformer recap
20:20 Modernizing ResNets
24:10 Diving deeper: stage ratio
27:20 Diving deeper: misc (inverted bottleneck, depthwise conv...)
34:45 Results (classification, object detection, segmentation)
37:35 RIP DanNet
38:40 Summary and 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
Petar VeliΔkoviΔ
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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¬
#convnext #visiontransformers #computervision
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 the recently published "A ConvNet for the 2020s" paper. They show that ConvNets are still in the game! - by adding new design ideas and training procedures they outperform vision transformers even in big data regimes and without any attention layers.
Convolutional prior continues to stand the test of time in the field of computer vision.
Note: I also partially cover the Swin transformer paper in case you missed out on that one. :)
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 Paper: arxiv.org/abs/2201.03545
β GitHub: github.com/facebookresearch/ConvNeXt
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 - convergence of transformers and CNNs
05:05 Main diagram explained
07:40 Main diagram corrections
10:10 Swin transformer recap
20:20 Modernizing ResNets
24:10 Diving deeper: stage ratio
27:20 Diving deeper: misc (inverted bottleneck, depthwise conv...)
34:45 Results (classification, object detection, segmentation)
37:35 RIP DanNet
38:40 Summary and 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
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¬
#convnext #visiontransformers #computervision
