Training a Flux LoRA for consistent product photos on 16GB VRAM, or switch to ControlNet?

Qwesbrz · reddit · 2026-10-05

An e-commerce worker asks how to keep product photos in a consistent site style using Flux + LoRA. Off-the-shelf blend LoRAs keep altering the chair and background, requiring many retries. A previous attempt to train a Qwen LoRA for leather texture with Musubi Tuner failed, and image-pair training felt error-prone; they only have 16GB VRAM. They're asking whether to persist with self-trained LoRAs or use ControlNet/IP-Adapter in ComfyUI for single-shot generation.

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