Articles tagged with #controlnet
Uploaded a reference for img2img, IP-Adapter, Flux Redux, or ControlNet and the output barely resembles it? Diagnose by strength sweep, confirm the reference reached the model, then crank the right knob.
AI hero shots warp the bottle, bend the box, melt the logo. The working fix: lock the silhouette with ControlNet from a real product photo, or composite the real product onto the AI background.
Symmetric poses come out lopsided — one shoulder higher, one eye off-center, hands at different heights. The fix: ControlNet OpenPose, inpaint the broken half, or mirror-composite for pixel-perfect symmetry.