Dreambooth Hackaton 23': How can we use a text-to-image generative model to explore the cinematographic appeal of Torres del Paine 🇨🇱?
Torres del Paine National Park is a national park encompassing mountains, glaciers, lakes, and rivers in southern Chilean Patagonia. It is also part of the End of the World Route, a tourist scenic route. Wikipedia
![Torres del Paine Snowcatt photo, Unsplash](https://huggingface.co/alkzar90/ppaine-landscape/resolve/main/assets/snowscat-H3oXiq7_bII-unsplash.jpg)
- Reddit post #1: Dreambooth Hackaton: How can we use a text-to-image model to explore the cinematographic appeal of Torres del Paine 🇨🇱?
- Reddit post #2: Animal statues at Torres del Paine, ppain landscape model; Dreambooth + StableDiffusion
Description
DreamBooth model for the ppaine concept trained by alkzar90 on the alkzar90/torres-del-paine dataset.
This is a Stable Diffusion model fine-tuned on the ppaine concept with DreamBooth. It can be used by modifying the instance_prompt
: a photo of ppaine landscape
This model was created as part of the DreamBooth Hackathon 🔥. Visit the organisation page for instructions on how to take part!
This is a Stable Diffusion model fine-tuned on landscape
images for the landscape theme.
Cinematographics rendering & Object/Artifacts insertion
![Torres del Paine Landscape Model - Cinematographic Renderings/Artifacts Inmersion](https://huggingface.co/alkzar90/ppaine-landscape/resolve/main/assets/dreambooth-hackaton-patagonia-cinematographics.png)
Object/Artifact insertions
![Condor statue in Torres del Paine landscape](https://huggingface.co/alkzar90/ppaine-landscape/resolve/main/assets/animal-statues/a-photo-of-an-ancient-stone-condor-statue-in-the-ppaine-landscape%2C-michaelangelo%2C-majestic%2C-NIKON-Z-FX%2C-28mm.png)
![Huemul marble statue in Torres del Paine landscape](https://huggingface.co/alkzar90/ppaine-landscape/resolve/main/assets/animal-statues/a-photo-of-a-marble-huemul-statue-in-the-ppaine-landscape%2C-majestic%2C-michaelangelo%2C-NIKON-Z-FX%2C-28mm%20(1).png)
![Eiffel tower in Torres del Paine landscape](https://huggingface.co/alkzar90/ppaine-landscape/resolve/main/assets/structures/a-panoramic-photo-of-ppaine-landscale-with-an-Eiffel-tower-in-the-middle%2C-NIKON-Z-FX%2C-realistic%2C-cinematic-light.png)
Director's eye view
What does the director's cut concept mean? The definition by the Merriam-Webster dictionary is: "a version of a motion picture that is edited according to the director's wishes and that usually includes scenes cut from the version created for general distribution".
![Torres del Paine Landscape Model - Wes Anderson's cut](https://huggingface.co/alkzar90/ppaine-landscape/resolve/main/assets/dreambooth-hackaton-patagonia-wes-anderson-cut.png)
Artistic Style Transfer
One way to monitor the fine-tuning process is to look at the model capabilities for transferring well-known artistic styles into the Torres del Paine landscape.
![Torres del Paine Landscape Model - Artist Style Painting](https://huggingface.co/alkzar90/ppaine-landscape/resolve/main/assets/dreambooth-hackaton-patagonia-landscape-painting.png)
Usage
from diffusers import StableDiffusionPipeline
pipeline = StableDiffusionPipeline.from_pretrained('alkzar90/ppaine-landscape')
image = pipeline().images[0]
image
References
- DreamBooth: Fine Tuning Text-to-Image Diffusion Models for Subject-Driven Generation (Ruiz et al. 2022)
- High-Resolution Image Synthesis with Latent Diffusion Models (Rombach et al., 2022 )
- Training Stable Diffusion with Dreambooth using 🧨 Diffusers (Post)
- Hugging Face DreamBooth Hackathon
Thanks to John Whitaker and Lewis Tunstall
Thanks to John Whitaker and Lewis Tunstall for writing out and describing the initial hackathon parameters at https://huggingface.co/dreambooth-hackathon.
- Downloads last month
- 9