CMS-3D-Art / README.md
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metadata
tags:
  - text-to-image
  - lora
  - diffusers
  - template:diffusion-lora
widget:
  - text: >-
      CMS 3D Art, Captured at eye-level on a vibrant purple backdrop, a
      medium-sized figurine of a cartoon character, dressed in a blue sweater,
      black shorts, and black and white sneakers. The figurine is holding a gray
      cup with a white straw in it, and a green bag with yellow smiley faces on
      it. The characters outfit is adorned with a black strap, a white tag, and
      green socks with white stripes. The figures eyes are blue, and he has a
      white hat on his head. The background is a soft lavender shade, adding a
      pop of color to the scene.
    output:
      url: images/1.png
  - text: >-
      CMS 3D Art, a medium-sized cartoon figure stands on a vibrant green
      backdrop. The figure is dressed in a pink button-down shirt, adorned with
      a vibrant orange and yellow floral pattern, and a pair of gray sweatpants.
      His shoes are adorned with blue and yellow sneakers, adding a pop of color
      to the scene. He is holding a white cup with a black straw in it, while
      his right hand is draped over his right shoulder. His left hand is resting
      on a large green object, which is positioned in front of him. The
      background is a vibrant shade of green, creating a striking contrast to
      the figure.
    output:
      url: images/22.png
  - text: >-
      CMS 3D Art, Captured from a low-angle perspective on a vibrant blue
      backdrop, a figurine stands on a blue carpet. The figurine, dressed in a
      black coat, adorned with green accents, is adorned with a white emblem on
      the chest, adding a pop of color to the scene. The figure, posed in a
      striking pose, is holding a black bag in one hand, while the other hand
      rests on the bag in the other. Its legs are spread out in a way that
      creates a striking contrast to the blue carpet, creating a stark contrast.
    output:
      url: images/33.png
base_model: black-forest-labs/FLUX.1-dev
instance_prompt: CMS 3D Art
license: apache-2.0

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Prompt
CMS 3D Art, Captured at eye-level on a vibrant purple backdrop, a medium-sized figurine of a cartoon character, dressed in a blue sweater, black shorts, and black and white sneakers. The figurine is holding a gray cup with a white straw in it, and a green bag with yellow smiley faces on it. The characters outfit is adorned with a black strap, a white tag, and green socks with white stripes. The figures eyes are blue, and he has a white hat on his head. The background is a soft lavender shade, adding a pop of color to the scene.
Prompt
CMS 3D Art, a medium-sized cartoon figure stands on a vibrant green backdrop. The figure is dressed in a pink button-down shirt, adorned with a vibrant orange and yellow floral pattern, and a pair of gray sweatpants. His shoes are adorned with blue and yellow sneakers, adding a pop of color to the scene. He is holding a white cup with a black straw in it, while his right hand is draped over his right shoulder. His left hand is resting on a large green object, which is positioned in front of him. The background is a vibrant shade of green, creating a striking contrast to the figure.
Prompt
CMS 3D Art, Captured from a low-angle perspective on a vibrant blue backdrop, a figurine stands on a blue carpet. The figurine, dressed in a black coat, adorned with green accents, is adorned with a white emblem on the chest, adding a pop of color to the scene. The figure, posed in a striking pose, is holding a black bag in one hand, while the other hand rests on the bag in the other. Its legs are spread out in a way that creates a striking contrast to the blue carpet, creating a stark contrast.
# Model description for CMS 3D Art

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 26 & 3250
Epoch 25 Save Every N Epochs 1
Labeling: florence2-en(natural language & English)

Total Images Used for Training : 34

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

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/CMS-3D-Art"
trigger_word = "CMS 3D Art"  
pipe.load_lora_weights(lora_repo)

device = torch.device("cuda")
pipe.to(device)

Trigger words

You should use CMS 3D Art to trigger the image generation.

Download model

Weights for this model are available in Safetensors format.

Download them in the Files & versions tab.