Flux.1-Dev-Stamp-Art-LoRA Model - Open Source to Assist in Generating Stamp-Style Illustration Images

Flux.1 Dev Stamp Art LoRA

Developed by prithivMLmods

A LoRA model based on the Flux.1 development version, specifically designed for generating stamp-style illustrations.

Image Generation Open Source License:Openrail #Stamp-style illustration #LoRA fine-tuned diffusion model #High-resolution stamp generation

Downloads 24

Release Time : 11/17/2024

Model Overview

This is a LoRA model based on a diffusion model, focusing on generating images with stamp art styles. The model can create various stamp designs based on text descriptions, including themes like fruits and plants.

Model Features

Stamp art style

Specifically trained to generate images with stamp characteristics, including edge decorations, text annotations, and other stamp-specific elements.

LoRA fine-tuning

Fine-tuned with LoRA on the Flux.1 development version model, retaining the base model's capabilities while adding stamp generation features.

Specific trigger word

Use 'stam9' as the trigger word to activate the model's stamp generation capability.

Model Capabilities

Text-to-image generation

Generate stamp-style illustrations

Support for themes like fruits and plants

Generate images with text annotations

Use Cases

Creative design

Stamp design

Generate creative stamp patterns for stamp collectors or designers

Produce images with professional stamp features

Illustration creation

Create stamp-style illustrations for books, magazines, and other publications

Generate a series of stylistically consistent stamp illustrations

Education

Teaching materials

Provide stamp design examples for art education

Quickly generate stamp examples on various themes

🚀 Flux.1-Dev-Stamp-Art-LoRA

This LoRA model is designed for text - to - image generation, specializing in creating stamp - style artworks. It is currently in the training phase and may have some performance issues.

🚀 Quick Start

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 = "prithivMLmods/Flux.1-Dev-Stamp-Art-LoRA"
trigger_word = "stam9"  
pipe.load_lora_weights(lora_repo)

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

✨ Features

Text - to - Image Generation: Generate stamp - style artworks based on text prompts.
LoRA Integration: Works in combination with the base model black - forest - labs/FLUX.1 - dev.

📚 Documentation

Model description

prithivMLmods/Flux.1-Dev-Stamp-Art-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	19 & 1850
Epoch	10	Save Every N Epochs	1

Labeling: florence2-en(natural language & English)

Total Images Used for Training : 24

Best Dimensions

1024 x 1024 (Default)

Data source

https://playground.com/

Full Stamp Generation without Backdrop

Stamp ID	Description
stam9	A vibrant orange - yellow smiley face prominently displayed against a stark red backdrop. The face features three black circles, each with a small black dot in the center. The mouth is open, revealing a large white knife sticking out of it. Below the knife, the word "DUCKZILLA" is written in bold, black letters. To the right, black hand - written text reads "It's Chork!" in bold, red font. The background is a combination of white and black, providing a striking contrast to the orange face.
stam9	A medium - sized painting of a margarita glass filled with red liquid, set against a dark blue background. The glass is surrounded by green leaves, with three strawberries on both the left and right sides of the glass. A white flower is centered in the image, with the letter "D" positioned in the upper left corner of the frame. The background features a deep maroon color with a white border.

Stamp ID

Description

stam9

A vibrant orange - yellow smiley face prominently displayed against a stark red backdrop. The face features three black circles, each with a small black dot in the center. The mouth is open, revealing a large white knife sticking out of it. Below the knife, the word "DUCKZILLA" is written in bold, black letters. To the right, black hand - written text reads "It's Chork!" in bold, red font. The background is a combination of white and black, providing a striking contrast to the orange face.

stam9

A medium - sized painting of a margarita glass filled with red liquid, set against a dark blue background. The glass is surrounded by green leaves, with three strawberries on both the left and right sides of the glass. A white flower is centered in the image, with the letter "D" positioned in the upper left corner of the frame. The background features a deep maroon color with a white border.

Trigger words

You should use stam9 to trigger the image generation.

Download model

Weights for this model are available in Safetensors format.

Download them in the Files & versions tab.

Important Note

The model is still in the training phase. This is not the final version and may contain artifacts and perform poorly in some cases.

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