Data as of Aug 25, 2026 · Based on 3,181,687 AI responses across 10,525 prompts · See how Parse measures this
Sources
arxiv.org shapes more of what AI says about ControlNet than any other source, at 15% of its citations.
getstream.io · atlascloud.ai · dl.acm.org · facebook.com
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AI Video Creation and Dubbing →Excerpts where ControlNet appeared in the AI's answer

ControlNet: Using ControlNet (specifically OpenPose or Canny) ensures that the structure of the subject remains consistent, preventing "object drift".

ControlNet: Provides strict structural control (like poses or edge maps) across frames to keep subjects stable.