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CNN

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  1. 14 min en

    Implementing rotation equivariance: Group-equivariant CNN from scratch

    We code up a simple group-equivariant convolutional neural network (GCNN) that is equivariant to rotation. The world may be upside down, but the network will know.

    Deep LearningGeometric Deep Learning
  2. 10 min en

    Upside down, a cat's still a cat: Evolving image recognition with Geometric Deep Learning

    In this first in a series of posts on group-equivariant convolutional neural networks (GCNNs), meet the main actors — groups — and concepts (equivariance). With GCNNs, we finally revisit the topic of Geometric Deep Learning, a principled, math-driven approach to neural networks that has consistently been rising in scope and impact.

    Deep LearningGeometric Deep Learning
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