tags:
- text-to-image
- stable-diffusion
- lora
- diffusers
- template:sd-lora
widget:
- text: '-'
output:
url: images/card2.jpg
base_model: runwayml/stable-diffusion-v1-5
instance_prompt: dreambooth, text to image, bagan
license: mit
metrics:
- code_eval
pipeline_tag: text-to-image
bagan-text-to-image
Text-To-Image (Bagan Ai Generated)
Results
We display the results using a range of training samples and images from different image categories, such as pagodas and Buddha statues.
Problem Statement:
When we prompted the stable diffusion model to generate an image of Bagan, it produced an image depicting a pagoda from Thailand. Hence, our decision was to fine-tune the current stable diffusion model using a multitude of Bagan photos in order to attain a clearer outcome.
How to use:
prompt = "fantasy bagan,hypper detailed , peaceful mood ,The central theme could revolve around a fantastical journey through a magical realm, featuring characters with ethereal and surreal qualities, set against a backdrop of vibrant and enchanting landscapes, The color palette would be a harmonious combination of Jean's bold and surreal hues, by yukisakura sunset."
negative_prompt = ""
num_samples = 5
guidance_scale = 9
num_inference_steps = 100
height = 512
width = 512
with autocast("cuda"), torch.inference_mode(): images = pipe( prompt, height=height, width=width, negative_prompt=negative_prompt, num_images_per_prompt=num_samples, num_inference_steps=num_inference_steps, guidance_scale=guidance_scale, generator=g_cuda ).images
for img in images: display(img)
Contributors:
Main Contributor: Ye Bhone Lin
Supervisor: Sa Phyo Thu Htet
Contributors: Thant Htoo San, Min Phone Thit
Limitation:
We can't generate a photo of a human.
Other Work:
References:
Wikipedia (2022). Stable Diffusion. Retrieved From: https://en.wikipedia.org/wiki/Stable_Diffusion
Rombach, R., Blattmann, A., Lorenz, D., Esser, P., & Ommer, B. (2022). High-Resolution Image Synthesis with Latent Diffusion Models. Retrieved From: https://arxiv.org/abs/2112.10752
Naomi Brown (2022). What is Stable Diffusion and How to Use it. Retrieved From: https://www.fotor.com/blog/what-is-stable-diffusion
Mishra, O. (June, 9). Stable Diffusion Explained. Medium. https://medium.com/@onkarmishra/stable-diffusion-explained-1f101284484d