Isocities

🚀 isoCities v1

A model based on Stable Diffusion 1.5, designed to precisely generate isometric cities, venues, etc.

🚀 Quick Start

Use "an illustration of an isometric city, digital art, highly detailed" in your prompts to utilize the model effectively. CKPT download link

✨ Features

• Trained based on Stable Diffusion 1.5 to create isometric cities, venues, etc more precisely.
• The trained isometric city model is merged with SD 1.5 using Automatic1111's checkpoint merger tool.

📚 Documentation

Model description

isoCities v1 is trained based on the Stable Diffusion 1.5 model to generate isometric cities, venues, etc more precisely. The trained isometric city model is merged with SD 1.5 using Automatic1111's checkpoint merger tool (the exact merging ratio and interpolation method are not remembered).

Intended uses & limitations

Do not use for commercial purposes.

Training procedure

Trained on a WSL2 Ubuntu machine with DreamBooth.

Training hyperparameters

The following hyperparameters were used during training:

--with_prior_preservation --prior_loss_weight=1.0 \
--instance_prompt="an illustration of an isometric city, digital art, highly detailed" \
--class_prompt="isometric city" \
--resolution=512 \
--train_batch_size=1 \
--mixed_precision="fp16" \
--gradient_accumulation_steps=1 --gradient_checkpointing \
--use_8bit_adam \
--learning_rate=5e-6 \
--lr_scheduler="constant" \
--lr_warmup_steps=0 \
--num_class_images=50 \
--max_train_steps=1500

Training results

Sample images

📄 License

This model is open access and available to all, with a CreativeML OpenRAIL-M license further specifying rights and usage. The CreativeML OpenRAIL License specifies:

1. You can't use the model to deliberately produce nor share illegal or harmful outputs or content
2. The authors claims no rights on the outputs you generate, you are free to use them and are accountable for their use which must not go against the provisions set in the license
3. You may re-distribute the weights and use the model commercially and/or as a service. If you do, please be aware you have to include the same use restrictions as the ones in the license and share a copy of the CreativeML OpenRAIL-M to all your users (please read the license entirely and carefully) Please read the full license here