DeepDream

ディープドリーム / 2015– / Technique / Digital Art

Google's visualization technique repeatedly amplifies features learned by an image-recognition network, making eyes, animals and towers emerge excessively from clouds, rocks and leaves until misrecognition becomes a recursive hallucinatory surface.

DeepDream — DeepDream applied to white noise, published algorithm-generated example — Martin Thoma, 2016 — MartinThoma — Wikimedia Commons / CC0
DeepDream applied to white noise, published algorithm-generated example — Martin Thoma, 2016 — MartinThoma — Wikimedia Commons / CC0 · CC0
DeepDream — AI-generated interpretation 1
AI-generated interpretation, not a reference work
DeepDream — AI-generated interpretation 2
AI-generated interpretation, not a reference work

At a glance

Visual cues

  • Eyes and animal faces repeated across the frame
  • Swirling texture multiplying along source contours
  • Multi-scale repetition that reveals new figures when viewed closer
  • Saturated blue, yellow and violet rolling continuously

Best used for

  • Exhibits and critical images that make machine misrecognition immediately visible
  • Music video and cover imagery that keeps a source landscape beneath a multi-scale hallucination

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Dictionary entry

Type
Add type after processing, keeping it short, bold and simple enough not to fight the detail.
Composition
Preserve the source's large composition and amplify related features at several scales to create recursion into depth.
Material
Choose layers in a trained vision model and iteratively increase their activation through gradient ascent.
Caution
It is not a swirl filter or pasted dog faces. Preserve which layer and feature were amplified and how they bind to the source.
Further study
Feature visualization and layer selection / Iterative zoom and octave scales / GoogLeNet ImageNet feature bias

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Cite this entry

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Link
https://indexstyle.org/styles/deepdream
Markdown
[DeepDream — IndexStyle](https://indexstyle.org/styles/deepdream)
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<a href="https://indexstyle.org/styles/deepdream">DeepDream — IndexStyle</a>

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