Creating WSJ Hedcut Style Images using Stable Diffusion

Feb 8, 2023 | Educational

The Wall Street Journal (WSJ) is well-known for its unique hedcut style portraits. If you’ve ever wanted to create images that reflect this distinctive art form, you’re in luck! With the help of a finetuned Stable Diffusion model, you can effortlessly craft hedcut-style images. In this guide, we’ll walk you through the steps to generate your very own hedcut images using the prompt wsj hedcut of subject.

Setting Up Your Environment

Before diving into image generation, ensure your environment is ready. You will need to install the necessary Python packages. Execute the following command in your terminal:

!pip install diffusers transformers scipy torch

Loading the Model

Next, let’s load the hedcut style model into our application. Here’s where it gets exciting:

from diffusers import StableDiffusionPipeline
import torch

model_id = "dmillar/wsj-hedcut-v1"
pipe = StableDiffusionPipeline.from_pretrained(model_id, torch_dtype=torch.float16)
pipe = pipe.to("cuda")  # Make sure you're using a GPU for optimal performance

Imagine you’re setting up a painting studio with all the right tools. The code above is gathering your brushes, paints, and canvas, preparing for you to create a masterpiece.

Generating Hedcut Images

Once the model is loaded, you can start generating images. Here’s how to use the prompt:

prompt = "wsj hedcut of a woman"
image = pipe(prompt).images[0]
image.save("woman_hedcut.png")

Think of this step as the moment when you finally start painting. You input your idea, and voilà! The magic begins as the model crafts an image based on your description.

Sample Images to Inspire You

Here are a few examples of hedcut images you can create:

  • Prompt: wsj hedcut of audrey hepburn

    Audrey Hepburn
  • Prompt: wsj hedcut of Kylian Mbappe

    Kylian Mbappe
  • Prompt: wsj hedcut of Tom Hanks

    Tom Hanks
  • Prompt: wsj hedcut of a dog

    Dog
  • Prompt: wsj hedcut of a cat

    Cat

Troubleshooting Common Issues

If you run into problems while generating images, here are some troubleshooting tips:

  • Ensure that your CUDA is properly installed if you are running on a GPU.
  • Check your prompt for any typos; it needs to be formatted as wsj hedcut of subject.
  • Make sure that the required libraries are correctly installed.

If you’re still encountering issues or need assistance, feel free to reach out for support. For more insights, updates, or to collaborate on AI development projects, stay connected with fxis.ai.

Final Thoughts

At fxis.ai, we believe that such advancements are crucial for the future of AI, as they enable more comprehensive and effective solutions. Our team is continually exploring new methodologies to push the envelope in artificial intelligence, ensuring that our clients benefit from the latest technological innovations.

Now it’s time to unleash your creativity! Happy hedcutting!

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