isoCities
| Property | Value |
|---|---|
| License | CreativeML OpenRAIL-M |
| Base Model | Stable Diffusion 1.5 |
| Training Method | DreamBooth |
| Language | English |
What is isoCities?
isoCities is a specialized AI model fine-tuned on Stable Diffusion 1.5 specifically designed to generate high-quality isometric city illustrations. The model has been trained using DreamBooth technology to excel at creating detailed urban landscapes from an isometric perspective, making it particularly useful for digital artists and urban visualization projects.
Implementation Details
The model was trained on a WSL2 Ubuntu machine using DreamBooth with specific hyperparameters including a learning rate of 5e-6, 1500 maximum training steps, and mixed precision FP16. The training utilized gradient checkpointing and 8bit Adam optimizer for efficient processing.
- Resolution: 512x512
- Train batch size: 1
- Learning rate scheduler: Constant
- Number of class images: 50
Core Capabilities
- Generation of detailed isometric city illustrations
- Digital art creation with architectural precision
- Urban landscape visualization
- Venue and building representation from isometric perspective
Frequently Asked Questions
Q: What makes this model unique?
This model specializes in creating isometric city illustrations with high detail levels, achieved through specific training on urban landscapes from an isometric perspective. It combines the capabilities of Stable Diffusion 1.5 with specialized training for architectural visualization.
Q: What are the recommended use cases?
The model is ideal for creating digital art featuring city landscapes, architectural visualization, urban planning concepts, and isometric game art. Users should include the prompt "an illustration of an isometric city, digital art, highly detailed" for optimal results. Note that commercial use is not permitted under the license terms.
