Canopus-Clothing-Flux-LoRA Open Source Model - Freely Generate High-Quality Clothing Design Diagrams in Multiple Styles and Materials

Canopus Clothing Flux LoRA

Developed by prithivMLmods

A clothing-focused LoRA model based on the Florence-2 annotation system, specializing in generating high-quality fashion design images with support for multiple styles and material expressions

Image Generation Open Source License:Openrail #Fashion Design Generation #Multi-Style Adaptation #High-Detail Fabric Rendering

Downloads 79

Release Time : 9/7/2024

Model Overview

This model is a LoRA adapter for Stable Diffusion, optimized specifically for clothing image generation, capable of handling various fashion styles, materials, and composition requirements

Model Features

Multi-Style Fashion Generation

Supports generation of various fashion aesthetics including Gothic, eco-friendly crafts, urban styles, and more

Detailed Material Representation

Accurately renders textures and qualities of different materials like corduroy and technical fabrics

Professional Photography Composition

Supports various photography angles, lighting, and compositions such as low-angle shots and side lighting

Florence-2 Annotation System

Utilizes Microsoft's Florence-2-large model for annotation, enhancing natural language understanding

Model Capabilities

Clothing Image Generation

Multi-Style Transformation

Material Detail Representation

Professional Photography Composition

Natural Language Prompt Understanding

Use Cases

Fashion Design

Conceptual Fashion Design

Quickly generate concept images of clothing in different styles

Diverse designs such as Gothic workwear and eco-friendly craft shirts

Product Presentation

Generate professional product display images

Clothing showcase images with various photography angles and lighting effects

Visual Content Creation

Fashion Photography

Generate fashion images with professional photographic effects

Compositions like clothing rack scenes and minimalist stacking styles

Style Exploration

Explore visual representations of clothing in different aesthetic styles

Visual presentations of niche styles such as solarpunk and scoutcore

🚀 Canopus-Clothing-Flux-Dev-LoRA

This project is a LoRA model for text - to - image generation, which can generate various clothing - related images based on given text prompts. It uses specific base and captioning models, and is currently in the training phase.

🚀 Quick Start

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

✨ Features

Text - to - Image Generation: Generate clothing - related images according to text prompts.
Specific Model Configuration: Utilize the black - forest - labs/FLUX.1 - dev as the base model and microsoft/Florence - 2 - large as the captioning model.

📦 Installation

No specific installation steps are provided in the original document.

💻 Usage Examples

Basic Usage

Here are some trigger prompts and their corresponding generated image examples:

Prompt: Blue corduroy overalls psd mockup, in the style of gothic dark and moody tones, natural materials, tinycore, use of fabric, dark white and black, unpolished authenticity, multi - layered --ar 68:101 --v 5
- Output: Image
Prompt: Front view, capture a urban style, Hoodie, technical materials, fabric small point label on text red theory, the design is minimal, with a raised collar, fabric is a light red, low angle to capture the Hoodies form and detailing, f/5.6 to focus on the hoodies craftsmanship, solid grey background, studio light setting
- Output: Image
Prompt: Striped shirts, red shoes, and jeans, in the style of eco - friendly craftsmanship, white and crimson, japanese, solapunk, letterboxing, living materials, classical style --ar 70:99 --v 5
- Output: Image
Prompt: A blue jumper, dark jeans and pink sweater hang behind a coat rack, in the style of american consumer culture, light amber and brown, scoutcore, delicate washes, eye - catching tags --ar 72:103 --v 5.1
- Output: Image
Prompt: Colorful striped retro shirt hanging on hanger, background white wall, side light, high quality photo --ar 2:3 --v 5
- Output: Image
Prompt: A stack of blue jeans on top of a wooden chair, in the style of minimalist photography, firecore, light and airy, cluttered, emerson silva, environmental awareness, minimalist staging --ar 2:3 --v 5
- Output: Image

Advanced Usage

Parameter	Value
Prompt	A stack of blue jeans on top of a wooden chair, in the style of minimalist photography, firecore, light and airy, cluttered, emerson silva, environmental awareness, minimalist staging --ar 2:3 --v 5
Sampler	euler

📚 Documentation

Model description

prithivMLmods/Canopus-Clothing-Flux-Dev-Florence2-LoRA

Image Processing Parameters

Parameter	Value	Parameter	Value
LR Scheduler	constant	Noise Offset	0.03
Optimizer	AdamW8bit	Multires Noise Discount	0.1
Network Dim	64	Multires Noise Iterations	10
Network Alpha	32	Repeat & Steps	30 & 3K+
Epoch	15	Save Every N Epochs	1

Labeling: florence2 - en(natural language & English)

Trigger words

You should use Hoodie, Clothes, Clothing, Shirt, and Pant to trigger the image generation.

📄 License

This model is under the creativeml - openrail - m license.

📦 Download model

Weights for this model are available in Safetensors format. Download them in the Files & versions tab.

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