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Article · ControlNet

ControlNet Canny vs Depth: Which to Pick

Canny locks outlines; Depth locks spatial feel and depth-of-field. They serve different scenarios.

Core difference

DimensionCannyDepth
ExtractsEdge lines (black/white sketch)Depth map (grayscale gradient)
ControlsOutline, shape, detail directionSpatial feel, foreground/background, DoF
Best forArchitecture, product, line-heavy scenesPeople, interiors, landscapes

Four scenario picks

Architectural photographyPick Canny

Architecture has strong straight lines — Canny locks outlines reliably.

PortraitPick Depth

Depth preserves figure-vs-background space; Canny tends to lock skin texture too.

Interior sceneDepth preferred

Interiors care about depth layers — Depth controls them naturally.

Product shotCanny preferred

Precise product outline matters — Canny enforces shape strictly.

Stacking

Canny + Depth at 0.5–0.6 each gives "shape + space" dual lock. Common in precision commercial illustration.

Frequently asked questions

How do I tune Canny thresholds?

low threshold 100 / high threshold 200 is the common default. Drop them for line-rich scenes.

Which Depth estimator is best?

MiDaS general, Zoe Depth indoor, Depth Anything overall best.

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Yan · AI Prompt Workshop editorial team|Last updated on 2026-06-12。This site does not call any cloud model. Every prompt and parameter in this article was tested and refined locally by the editorial team.