README.md

---
tags:
- text-to-image
- lora
- diffusers
- template:diffusion-lora
- Cloth
- Dress
- Mannequin
- 3D
- Demo
widget:
- text: >-
    3DXL Mannequin, a 3D rendering of a mannequin stands on a white pedestal
    against a dimly lit gray background. The mannequin is dressed in a black
    leather jacket with silver studs on the shoulders, a plain white t-shirt,
    and ripped denim jeans. The jacket is open, revealing a necklace with a
    small circular pendant. The jeans are faded and torn at the knees, with a
    chain hanging from the right pocket. The mannequins hands rest on its hips,
    exuding a confident stance.
  output:
    url: images/7.png
- text: >-
    3DXL Mannequin, a mannequin stands in a dramatic pose against a gradient
    pink and purple backdrop. It is wearing a golden blazer with an intricate
    floral pattern, paired with slim-fit navy-blue trousers. The blazer has a
    single button at the front, and the cuffs are rolled up to reveal a white
    satin lining. The mannequin is also adorned with a red scarf wrapped loosely
    around its neck and brown leather shoes with pointed tips.
  output:
    url: images/8.png
- text: >-
    3DXL Mannequin, a 3D rendering of a female mannequin wearing a pastel pink
    trench coat over a cream-colored jumpsuit. The trench coat has
    double-breasted buttons and a waist belt, tied into a bow on the left side.
    The jumpsuit is fitted and ends just above the ankle, where the mannequin is
    wearing white sneakers with blue accents. The backdrop is a soft beige
    color, complementing the outfits tones.
  output:
    url: images/9.png
- text: >-
    3DXL Mannequin, A 3D rendering of a mannequin wearing a green jacket with a
    yellow t-shirt and gray pants. The jacket has a zipper on the left side of
    the jacket. The zipper has a blue design on it. The shirt has a white stripe
    on the right side of it. There are two pockets on each side of his shirt.
    The pants have pockets on the sides of them.
  output:
    url: images/1.png
- text: >-
    3DXL Mannequin, a 3D rendering of a mannequin stands against a stark black
    backdrop. The mannquin is dressed in a brown striped button-down shirt, a
    blue and white skirt, and white socks. The skirt is adorned with a brown
    purse strap, adding a touch of style to the outfit. The purse is a light
    brown color, with a blue belt looped around the waist. The womans head is
    turned to the left, and her eyes are closed. She has a serious expression on
    her face.
  output:
    url: images/2.png
- text: >-
    3DXL Mannequin, a 3D rendering of a female mannequin is standing against a
    dark backdrop. The mann is wearing a light green coat, a purple shirt, and
    gray pants. The coat has a black belt at the waist, and the pants are tight
    and tight at the bottom. The pants have a button-up design on the left side
    of the jacket. The jacket has two pockets on the right side, and one pocket
    is open at the top. The shirt has a light purple shirt underneath it.
  output:
    url: images/3.png
- text: >-
    3DXL Mannequin, a mannequin stands against a stark black backdrop, adorned
    with a maroon jacket, a yellow t-shirt, and black pants. The jacket has the
    words "JUST DO IT" written in bold black letters across the chest. The shirt
    is a light yellow, and the pants have pockets on the left side of the chest
    area. The pants have black straps on them, adding a pop of color to the
    outfit.
  output:
    url: images/4.png
- text: >-
    3DXL Mannequin, a 3D rendering of a mannequin standing under a spotlight in
    a minimalistic studio. The mannequin is dressed in a silver metallic dress
    with a high slit on the left side. The dress is sleeveless and has a halter
    neck design, with shimmering sequins covering the surface. The mannequin is
    wearing black stiletto heels and holding a small clutch purse in its right
    hand.
  output:
    url: images/5.png
- text: >-
    3DXL Mannequin, a mannequin is positioned in a walking pose against a bold
    red background. It is dressed in a gray hoodie with the hood up, a black
    graphic t-shirt with white text, and cargo pants in olive green. The hoodie
    has a front pocket and is slightly oversized. The cargo pants feature
    multiple large pockets, with one unbuttoned and flapping open. The outfit is
    completed with white sneakers that have neon green laces.
  output:
    url: images/6.png
base_model: black-forest-labs/FLUX.1-dev
instance_prompt: 3DXL Mannequin
license: creativeml-openrail-m
---
![z.png](https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/yq4UkVmJ8hxlMwtcfR0W9.png)
### Try on [ 3:1 ] - [ 1280 x 832 ]

<Gallery />

## Model description for Garment Mannequin LoRA

Image Processing Parameters 

| Parameter                 | Value  | Parameter                 | Value  |
|---------------------------|--------|---------------------------|--------|
| LR Scheduler              | constant | Noise Offset              | 0.03   |
| Optimizer                 | AdamW  | Multires Noise Discount   | 0.1    |
| Network Dim               | 64     | Multires Noise Iterations | 10     |
| Network Alpha             | 32     | Repeat & Steps           | 20 & 2100 |
| Epoch                     | 15   | Save Every N Epochs       | 1     |

    Labeling: florence2-en(natural language & English)
    
    Total Images Used for Training : 14

## Best Dimensions & Inference

| **Dimensions** | **Aspect Ratio** | **Recommendation**       |
|-----------------|------------------|---------------------------|
| 1280 x 832      | 3:2              | Best                     |
| 1024 x 1024     | 1:1              | Default                  |

### Inference Range

- **Recommended Inference Steps:** 30–35

## Setting Up
```python
import torch
from pipelines import DiffusionPipeline

base_model = "black-forest-labs/FLUX.1-dev"
pipe = DiffusionPipeline.from_pretrained(base_model, torch_dtype=torch.bfloat16)

lora_repo = "strangerzonehf/Flux-3DXL-Garment-Mannequin"
trigger_word = "3DXL Mannequin"  
pipe.load_lora_weights(lora_repo)

device = torch.device("cuda")
pipe.to(device)
```
## Trigger words

You should use `3DXL Mannequin` to trigger the image generation.


## Download model

Weights for this model are available in Safetensors format.

[Download](/strangerzonehf/Flux-3DXL-Garment-Mannequin/tree/main) them in the Files & versions tab.