Krea2 Depth Map Spatial Control Raw Image

This is a depth map spatial control application based on Krea2 Turbo Depth Anything V2 Krea2ControlImageEncode depth control LoRA.

Users upload a reference image and input a prompt. The system first extracts the depth map from the reference image, then encodes the depth map into a control latent usable by Krea2. The process then loads the depth control LoRA and injects the depth control information into the Krea2 model through Krea2ControlApply, ensuring the final generated result closely follows the spatial structure of the reference image.

Unlike ordinary image-to-image repainting, this process does not simply replicate the original image. The reference image primarily provides composition, foreground-background relationships, camera angles, subject positions, spatial depth, and overall perspective; the prompt defines new characters, scenes, costumes, styles, lighting, and visual mood.

The current process also outputs a comparison image of the reference image, depth map, and final result to facilitate checking whether the depth control has been effective. Users can visually observe whether the model retains the spatial relationships of the reference image while achieving new style transformations and content generation.

It is suitable for Krea2 depth control testing, spatial structure transfer, composition preservation, character outline referencing, cinematic character repainting, poster composition control, scene structure guidance, and depth map control generation experiments.