EQUIVARIANCE RULES! - Geometric Deep Learning Tutorial - Equivariant Neural Networks Visualised

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  • Опубликовано: 23 дек 2024

Комментарии • 7

  • @Kartik_C
    @Kartik_C  Год назад +1

    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.

  • @Kartik_C
    @Kartik_C  Год назад +2

    🎧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

  • @Herschel3991
    @Herschel3991 Год назад +3

    I like the music, it aids concentration

  • @SuhasChincholikar
    @SuhasChincholikar Год назад +1

    Good!!

  • @JavierSalcedoC
    @JavierSalcedoC Год назад +1

    Excellent content but the "music"

    • @Kartik_C
      @Kartik_C  Год назад

      Thank you! I realize I should've kept the volume little bit lower :/