FLUX.2 Klein 9B + SAM3 + GhostMannequin LoRA
Create a ghost mannequin clothes using flux.2 klein, SAM3 and Ghost mannequin LoRA
FLUX
FLUX.2 Klein
Ghost Mannequin
Image2Image
SAM3
2
176
Nodes & Models
CLIPLoader
qwen_3_8b_fp8mixed.safetensors
VAELoader
flux2-vae.safetensors
UNETLoader
flux-2-klein-9b.safetensors
Fast Groups Bypasser (rgthree)
WorkflowGraphics
LoadImage
CLIPTextEncode
LoraLoaderModelOnly
#community_models/loras/3D-GhosMannequinRank-256-flux-2-klein-9b-sam3-YHtsHsCV.safetensors
ImageScaleToTotalPixels
ConditioningZeroOut
GetImageSize
EmptyFlux2LatentImage
GrowMaskWithBlur
PreviewImage
DrawMaskOnImage
VAEEncode
ReferenceLatent
KSampler
VAEDecode
SaveImage
LoadSAM3Model
SAM3BBoxCollector
SAM3Grounding
What it is
A pipeline where SAM3 segments clothes from a person image, then Flux.2 Klein 9B Edit with a Ghost Mannequin LoRA regenerates the garment as an invisible‑body “ghost mannequin” product image.
Key features
Uses SAM3 to precisely mask only the clothing region so the face and background are ignored.
Ghost Mannequin LoRA transforms worn clothes into clean, hollow 3D garment renders (neck/inside filled, body removed).
Flux.2 Klein 9B Edit provides high‑quality fabric detail, lighting, and realism suitable for product photography.
Best use cases
Turning model photos into catalog‑ready ghost mannequin images without reshooting garments on special mannequins.
E‑commerce product pages needing consistent, body‑free clothing shots from existing lifestyle/model imagery.
Batch conversion of fashion shoots into standardized ghost‑mannequin assets for lookbooks and marketplaces.
Read more