Flux.2 Klein 9B MatchingPose: A Guide to Identity-Preserving Pose Transfer

Overview

Flux.2-Klein-9B-MatchingPose is a LoRA adapter for FLUX.2 Klein 9B that transfers pose from a mannequin reference image onto a character while preserving the character's identity, face, and style. Created by nhathoangfoto, this model solves a critical problem in pose transfer: standard ControlNet approaches either lose character identity during pose enforcement or fail to match poses accurately. The model works by using a faceless mannequin as a clean pose anchor, allowing the character's identity to fill in without drift. It requires the diffusers library and loads as a .safetensors file through the Flux2Pipeline. The recommended inference setup uses 4 steps for distill models or 20 steps for the base model, with LoRA strength between 0.9 and 1.1 and guidance scale from 1 to 4.0. This model is the second stage of a two-stage pipeline, paired with the companion Mannequin LoRA that generates the clean pose reference in stage one.

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