Flux-Isometric-3D-LoRA Open-Source Image Generation Model - Freely Generate Isometric 3D-Style Scene Objects

Flux Isometric 3D LoRA

Developed by strangerzonehf

A text-to-image diffusion model fine-tuned with LoRA, specializing in generating isometric 3D-style scenes and objects

Image Generation Open Source License:Openrail #Isometric 3D Rendering #LoRA Fine-tuning #Diffusion Model Generation

Downloads 1,124

Release Time : 11/24/2024

Model Overview

This model is a LoRA fine-tuned version based on the black-forest-labs/FLUX.1-dev foundation model, specifically designed for generating isometric 3D-style images. It can produce 3D isometric perspective renderings of scenes and objects based on text descriptions.

Model Features

Isometric 3D Style

Specially optimized for generating images with an isometric 3D perspective, suitable for creating game assets, architectural visualizations, and other scenarios

LoRA Fine-tuning

Utilizes LoRA (Low-Rank Adaptation) technology for lightweight fine-tuning of the base diffusion model, enhancing specific style generation capabilities while maintaining model flexibility

High-Quality Rendering

Capable of generating detailed and textured 3D renderings, including object surface materials, lighting effects, and environmental elements

Model Capabilities

Text-to-3D Image Generation

Isometric Perspective Rendering

Scene Construction

3D Object Modeling

Use Cases

Game Development

Game Scene Generation

Quickly generate isometric perspective game scene elements such as islands, buildings, etc.

As shown in the example tropical island scene

Prop Design

Generate concept designs for 3D game props like vehicles and buildings

As shown in the example yellow jeep rendering

Architectural Visualization

Miniature Landscape Design

Generate isometric perspective landscape design proposals

As shown in the example miniature landscape display

🚀 strangerzonehf/Flux-Isometric-3D-LoRA

This is a text-to-image LoRA model based on the diffusers library, specialized in generating Isometric 3D images.

🚀 Quick Start

Model Setup

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-Isometric-3D-LoRA"
trigger_word = "Isometric 3D"  
pipe.load_lora_weights(lora_repo)

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

Image Generation

You should use Isometric 3D to trigger the image generation.

✨ Features

Text-to-Image: Convert text descriptions into Isometric 3D images.
LoRA Integration: Based on the LoRA technique, which can be easily integrated with the base model.

📦 Installation

The installation process mainly involves setting up the necessary Python environment and loading the model. The code example in the "Quick Start" section shows how to load the base model and the LoRA weights.

📚 Documentation

Model description

strangerzonehf/Flux-Isometric-3D-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	25 & 3400
Epoch	20	Save Every N Epochs	1

Labeling: florence2 - en(natural language & English)

Total Images Used for Training : 20

Best Dimensions

768 x 1024 (Best)
1024 x 1024 (Default)

Download model

Weights for this model are available in Safetensors format.

Download them in the Files & versions tab.

📄 License

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

⚠️ 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.

strangerzonehf/Flux-Isometric-3D-LoRA

Widget Examples

Example 1
- Text: Isometric 3D, a 3D model of a tropical island is displayed on a light blue backdrop. The island features a small body of water, surrounded by gray rocks and green grass. There are palm trees and small bushes scattered throughout the island, adding a pop of color to the scene.
- Output: View Image
Example 2
- Text: Isometric 3D, a 3D rendering of a yellow jeep is positioned on a sandy desert - like surface. The jeep has a white roof with a black ladder on the top of it, adding a pop of color to the scene. The background is a light peach color, with a large rock formation in the upper right corner of the frame. There are small green plants scattered around the jeep, adding depth and texture to the image.
- Output: View Image
Example 3
- Text: Isometric 3D, a small miniature landscape is displayed on a light green backdrop. The landscape features a circular pond with a winding walkway in the middle. The pond is surrounded by trees and shrubs, and there is a small wooden bridge crossing the pond. The bridge is made up of gray stones, and the trees are arranged in a circular pattern. A small wooden cross is positioned at the center of the pond, and a small sign is placed at the bottom of the bridge.
- Output: View Image

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