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"Deep net fishing can emit as much as beef," said Marco Springmann, a senior researcher on environmental sustainability and public health at the University of Oxford.
Figure-Ground Organization Emerges in a Deep Net with a Feedback Loop.
This is the "deep net," and can be equally hard to navigate.
We propose a novel deep net architecture that consumes raw point cloud (set of points) without voxelization or rendering.
(This training is completely analogous to standard deep net training, where a deep net could, for instance, be trained to distinguish between pictures of cats and humans). While such a discriminator is being trained, the generator deep net is trained alongside to produce outputs that cause the discriminator to output a high value.
The GAN trains a generator deep net G that converts a random seed z – a Gaussian vector – into an image G z).
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Deep nets.
Nov 21: Adversarial examples for deep nets.
Dec 14: Recent progress in making deep nets resistant to adversarial attacks.
Yuille, A. L. & Liu, C. Deep Nets: What have they ever done for Vision?. (2018).
This objective for the generator is also easily expressed in the standard training procedures for deep nets.
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