Reference Papers: Group Equivariant Convolutional Networks, 2016 Taco S. Cohen, Max Welling arxiv.org/abs/1602.07576 Roto-Translation Covariant Convolutional Networks for Medical Image Analysis, 2018 Erik J Bekkers, Maxime W Lafarge, Mitko Veta, Koen AJ Eppenhof, Josien PW Pluim, Remco Duits arxiv.org/abs/1804.03393 Roto-Translation Equivariant Convolutional Networks: Application to Histopathology Image Analysis, 2020 Maxime W. Lafarge, Erik J. Bekkers, Josien P.W. Pluim, Remco Duits, Mitko Veta arxiv.org/abs/2002.08725 A General Theory of Correct, Incorrect, and Extrinsic Equivariance, 2023 Dian Wang, Xupeng Zhu, Jung Yeon Park, Robert Platt, Robin Walters arxiv.org/abs/2303.04745 The Lie Derivative for Measuring Learned Equivariance Nate Gruver, Marc Finzi, Micah Goldblum, Andrew Gordon Wilson arxiv.org/abs/2210.02984 Geometric Deep Learning: Grids, Groups, Graphs, Geodesics, and Gauges geometricdeeplearning.com/ Batzner, S., Musaelian, A., Sun, L. _et al._ E(3)-equivariant graph neural networks for data-efficient and accurate interatomic potentials. _Nat Commun_ **13**, 2453 (2022). doi.org/10.1038/s41467-022-29939-5 Taghavi Namin, S., Esmaeilzadeh, M., Najafi, M. _et al._ Deep phenotyping: deep learning for temporal phenotype/genotype classification. _Plant Methods_ **14**, 66 (2018). doi.org/10.1186/s13007-018-0333-4 Zheng J, Alsaadi T, Blaichman J, Xie X, Omeroglu A, Meterissian S, Mesurolle B. Invasive ductal carcinoma of the breast: correlation between tumor grade determined by ultrasound-guided core biopsy and surgical pathology. AJR Am J Roentgenol. 2013 Jan;200(1):W71-4. doi: doi.org/10.2214/ajr.11.7461 PMID: 23255773.
🎧below are some cool podcasts which trigger curiosity! BBC In Our Time - Emmy Noether www.bbc.co.uk/programmes/m00025bw ML Explained - Aggregate Intellect - AI.SCIENCE - Nima Dehmamy ruclips.net/video/36dEqWgvhAk/видео.html Machine Learning Street Talk - GEOMETRIC DEEP LEARNING BLUEPRINT ruclips.net/video/bIZB1hIJ4u8/видео.html Machine Learning Street Talk - Max Welling ruclips.net/video/mmDw5glry9w/видео.html Machine Learning Dojo with Tim Scarfe - CNN Symmetries ruclips.net/video/fLLPgAn2y0w/видео.html
Reference Papers:
Group Equivariant Convolutional Networks, 2016
Taco S. Cohen, Max Welling
arxiv.org/abs/1602.07576
Roto-Translation Covariant Convolutional Networks for Medical Image Analysis, 2018
Erik J Bekkers, Maxime W Lafarge, Mitko Veta, Koen AJ Eppenhof, Josien PW Pluim, Remco Duits
arxiv.org/abs/1804.03393
Roto-Translation Equivariant Convolutional Networks: Application to Histopathology Image Analysis, 2020
Maxime W. Lafarge, Erik J. Bekkers, Josien P.W. Pluim, Remco Duits, Mitko Veta
arxiv.org/abs/2002.08725
A General Theory of Correct, Incorrect, and Extrinsic Equivariance, 2023
Dian Wang, Xupeng Zhu, Jung Yeon Park, Robert Platt, Robin Walters
arxiv.org/abs/2303.04745
The Lie Derivative for Measuring Learned Equivariance
Nate Gruver, Marc Finzi, Micah Goldblum, Andrew Gordon Wilson
arxiv.org/abs/2210.02984
Geometric Deep Learning: Grids, Groups, Graphs, Geodesics, and Gauges
geometricdeeplearning.com/
Batzner, S., Musaelian, A., Sun, L. _et al._ E(3)-equivariant graph neural networks for data-efficient and accurate interatomic potentials. _Nat Commun_ **13**, 2453 (2022). doi.org/10.1038/s41467-022-29939-5
Taghavi Namin, S., Esmaeilzadeh, M., Najafi, M. _et al._ Deep phenotyping: deep learning for temporal phenotype/genotype classification. _Plant Methods_ **14**, 66 (2018). doi.org/10.1186/s13007-018-0333-4
Zheng J, Alsaadi T, Blaichman J, Xie X, Omeroglu A, Meterissian S, Mesurolle B. Invasive ductal carcinoma of the breast: correlation between tumor grade determined by ultrasound-guided core biopsy and surgical pathology. AJR Am J Roentgenol. 2013 Jan;200(1):W71-4. doi: doi.org/10.2214/ajr.11.7461
PMID: 23255773.
🎧below are some cool podcasts which trigger curiosity!
BBC In Our Time - Emmy Noether
www.bbc.co.uk/programmes/m00025bw
ML Explained - Aggregate Intellect - AI.SCIENCE - Nima Dehmamy
ruclips.net/video/36dEqWgvhAk/видео.html
Machine Learning Street Talk - GEOMETRIC DEEP LEARNING BLUEPRINT
ruclips.net/video/bIZB1hIJ4u8/видео.html
Machine Learning Street Talk - Max Welling
ruclips.net/video/mmDw5glry9w/видео.html
Machine Learning Dojo with Tim Scarfe - CNN Symmetries
ruclips.net/video/fLLPgAn2y0w/видео.html
I like the music, it aids concentration
Same for me!
Good!!
Excellent content but the "music"
Thank you! I realize I should've kept the volume little bit lower :/