The DreamBooth dataset is a collection of images used for fine-tuning text-to-image diffusion models for subject-driven generation¹. Here are some key details about the dataset:
prompts_and_classes.txt
which contains all of the prompts used in the paper for live subjects and objects, as well as the class name used for the subjects¹.references_and_licenses.txt
file contains a list of all the reference links to the images in www.unsplash.com, along with the attribution to the photographer and the license of the image¹.This dataset is part of the official repository for the Google paper "DreamBooth: Fine Tuning Text-to-Image Diffusion Models for Subject-Driven Generation"¹. If you use this work, please cite the paper¹. Please note that this is not an officially supported Google product¹.
(1) GitHub - google/dreambooth. https://github.com/google/dreambooth.
(2) DreamBooth - Hugging Face. https://huggingface.co/docs/diffusers/training/dreambooth.
(3) google/dreambooth · Datasets at Hugging Face. https://huggingface.co/datasets/google/dreambooth.
(4) dreambooth: Mirror of https://huggingface.co/datasets/google .... https://gitee.com/hf-datasets/dreambooth.
(5) undefined. https://github.com/huggingface/diffusers.
(6) undefined. https://huggingface.co/datasets/google.
Variants: DreamBooth
This dataset is used in 1 benchmark:
Task | Model | Paper | Date |
---|---|---|---|
Personalized Image Generation | Emu2 SDXL v1.0 | Generative Multimodal Models are In-Context … | 2023-12-20 |
Personalized Image Generation | IP-Adapter-Plus ViT-H SDXL v1.0 | IP-Adapter: Text Compatible Image Prompt … | 2023-08-13 |
Personalized Image Generation | IP-Adapter ViT-G SDXL v1.0 | IP-Adapter: Text Compatible Image Prompt … | 2023-08-13 |
Personalized Image Generation | BLIP-Diffusion SD v1.5 | BLIP-Diffusion: Pre-trained Subject Representation for … | 2023-05-24 |
Personalized Image Generation | DreamBooth SD v1.5 | DreamBooth: Fine Tuning Text-to-Image Diffusion … | 2022-08-25 |
Personalized Image Generation | DreamBooth LoRA SDXL v1.0 | DreamBooth: Fine Tuning Text-to-Image Diffusion … | 2022-08-25 |
Personalized Image Generation | Textual Inversion SD v1.5 | An Image is Worth One … | 2022-08-02 |
Recent papers with results on this dataset: