Fixing Texture Loss When Moving SDXL Renders to Cloud Video Models

Suspicious_Pizza9529 · reddit · 2026-10-02

A creator shares a reproducible workflow for keeping texture fidelity when moving locally generated SDXL images into cloud video generators.

Problem: Local SDXL with a multi-ControlNet stack (Depth 0.8, Canny 0.5) locks composition, pose and lighting well, but web-based generators hallucinate, misread depth and over-smooth fine detail.

Failed attempts: Adding "preserve micro-textures, heavy film grain" to the I2V prompt only produced random noise and smoothed faces; dropping motion scale gave a stiff, uncinematic pan.

Diagnosis: Two layers — the flattened PNG handoff loses spatial data, and the prompt structure forces the engine to re-imagine texture.

Working parameters:

The author switched to MiniMax Design locally plus the MiniMax H3 cloud model, using an "Environment Lock" that feeds in environment lighting data.

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