Equivariant Neural Networks | Part 2/3 - Generalized CNNs

▬▬ Papers / Resources ▬▬▬
Group Equivariant CNNs: arxiv.org/abs/1602.07576
Convolution 3B1B video: • But what is a convolut...
Fabian Fuchs Equivariance: fabianfuchsml.github.io/equiv...
Steerable CNNs: arxiv.org/abs/1612.08498
Blogpost GCNN: / geometric-deep-learnin...
Roto-Translation Image Analysis: arxiv.org/abs/1804.03393
Harmonic Networks: arxiv.org/abs/1612.04642
Capsule Networks: arxiv.org/abs/1710.09829
▬▬ Used Music ▬▬▬▬▬▬▬▬▬▬▬
Music from #Uppbeat (free for Creators!):
uppbeat.io/t/yokonap/birds
License code: WXVHOOZRRWDUCKIU
▬▬ Used Icons ▬▬▬▬▬▬▬▬▬▬
All Icons are from flaticon: www.flaticon.com/authors/freepik
▬▬ Timestamps ▬▬▬▬▬▬▬▬▬▬▬
00:00 Introduction
00:55 Group CNNs
07:59 Steerable CNNs
11:20 Harmonic Networks
12:10 Capsule Networks
14:30 3D models
14:53 Recommended resources
▬▬ Support me if you like 🌟
►Link to this channel: bit.ly/3zEqL1W
►Support me on Patreon: bit.ly/2Wed242
►Buy me a coffee on Ko-Fi: bit.ly/3kJYEdl
►E-Mail: [e-mail]
▬▬ My equipment 💻
- Microphone: amzn.to/3DVqB8H
- Microphone mount: amzn.to/3BWUcOJ
- Monitors: amzn.to/3G2Jjgr
- Monitor mount: amzn.to/3AWGIAY
- Height-adjustable table: amzn.to/3aUysXC
- Ergonomic chair: amzn.to/3phQg7r
- PC case: amzn.to/3jdlI2Y
- GPU: amzn.to/3AWyzwy
- Keyboard: amzn.to/2XskWHP
- Bluelight filter glasses: amzn.to/3pj0fK2

[@rosenrot1696]

Thanks for the videos! Im a pathologist who self-learning this field. I've recently got idea of group equivariance as an important property for feature extractors used for histopathology images. However, those G-CNNs are not familiar with us than other general CNN and vision transformers. Ill keep waiting for your next video.

[@mathador4467]

Amazing video thanks!

[@shaz-z506]

Thanks for including caps net

[@DeepFindr]

Sure :) but probably too high level. Each of the papers would need its own video

[@tilkesh]

Thanks

[@stanislavshubin3447]

+