MaPO
Collection
This collection includes the models and datasets as a part of the MaPO release.
•
9 items
•
Updated
•
5
caption
stringlengths 78
241
| jpg_0
unknown | jpg_1
unknown | label_0
int64 0
0
| label_1
int64 1
1
|
|---|---|---|---|---|
"In the vast Sahara desert, a tiny cactus dons a stylish straw hat and neon sunglasses, adding a qui(...TRUNCATED) | "iVBORw0KGgoAAAANSUhEUgAABAAAAAQACAIAAADwf7zUAAEAAElEQVR4nMS9WYIsOY4kKKD78ecYc8xJYj4gC2juLyIyO6vauiv(...TRUNCATED) | "iVBORw0KGgoAAAANSUhEUgAABAAAAAQACAIAAADwf7zUAAEAAElEQVR4nHx9W2IsO45cgCXvfwf+9SK8tGkR/kA8wNJpa6bvkao(...TRUNCATED) | 0 | 1 |
"A comic book illustration featuring Melisandre from Game of Thrones, showcasing her mysterious aura(...TRUNCATED) | "iVBORw0KGgoAAAANSUhEUgAABAAAAAQACAIAAADwf7zUAAEAAElEQVR4nEz9WZdt25Eehn1fRMy19s7M09weQAEFFKoKxSpWsRE(...TRUNCATED) | "iVBORw0KGgoAAAANSUhEUgAABAAAAAQACAIAAADwf7zUAAEAAElEQVR4nLT9WbMtSZYehn1rLY/Yw5nPuXPenMcauqq6q3oiGoB(...TRUNCATED) | 0 | 1 |
"A chilling scene unfolds within a grand mirror as a sinister grudge manifests, evoking a sense of h(...TRUNCATED) | "iVBORw0KGgoAAAANSUhEUgAABAAAAAQACAIAAADwf7zUAAEAAElEQVR4nFz92Y4ky5IlismkNrh7RGTufYbuvk2AF7cvmyBIECB(...TRUNCATED) | "iVBORw0KGgoAAAANSUhEUgAABAAAAAQACAIAAADwf7zUAAEAAElEQVR4nMz9d5wl13Ueiq6dKp3QfTrnnjyDSQgDDHIGCFKgSIi(...TRUNCATED) | 0 | 1 |
"In a mystical forest, the weathered hands of an elderly human reach out towards a glowing orb, eman(...TRUNCATED) | "iVBORw0KGgoAAAANSUhEUgAABAAAAAQACAIAAADwf7zUAAEAAElEQVR4nGz9+c9tyZIdhq0Vkbn3Puf7vntvTW/sJik1QYKjBMM(...TRUNCATED) | "iVBORw0KGgoAAAANSUhEUgAABAAAAAQACAIAAADwf7zUAAEAAElEQVR4nFz96a9t2ZEfiMWw1tp7n+HO9035Xr6X+XJgZpKZnJL(...TRUNCATED) | 0 | 1 |
"A fox with a mesmerizing double exposure of shiny purple amethyst and shiny malachite, showcasing a(...TRUNCATED) | "iVBORw0KGgoAAAANSUhEUgAABAAAAAQACAIAAADwf7zUAAEAAElEQVR4nGz9aZMkS5YdBp57r6qZuUdk5lvq1dIb0OgmCJAASIx(...TRUNCATED) | "iVBORw0KGgoAAAANSUhEUgAABAAAAAQACAIAAADwf7zUAAEAAElEQVR4nGz9Taxty5YmBo2/iJhzrb3PvS9f5qsqU6JFyx1k/jo(...TRUNCATED) | 0 | 1 |
"In a mystical forest, a group of heart-shaped rubies, each adorned in elegant white robes, gather a(...TRUNCATED) | "iVBORw0KGgoAAAANSUhEUgAABAAAAAQACAIAAADwf7zUAAEAAElEQVR4nHz9S49tW5YmCI3XnHOtvbfZOee+3D08IjOKLKkEAok(...TRUNCATED) | "iVBORw0KGgoAAAANSUhEUgAABAAAAAQACAIAAADwf7zUAAEAAElEQVR4nGz9aY9s25Ydho3ZrLUjIs859973btV71bEssZEogYJ(...TRUNCATED) | 0 | 1 |
"In a retro video game style, a serene waterfall cascades into a secluded pond, surrounded by lush p(...TRUNCATED) | "iVBORw0KGgoAAAANSUhEUgAABAAAAAQACAIAAADwf7zUAAEAAElEQVR4nJT9Z7Nl23IdiKWZZpltjit37XMgDAE2pRZFMTqk6I7(...TRUNCATED) | "iVBORw0KGgoAAAANSUhEUgAABAAAAAQACAIAAADwf7zUAAEAAElEQVR4nMz92bIsS5Ilhi1VNXP3GPZwhntvDlWZ2VXVAKrRBIQ(...TRUNCATED) | 0 | 1 |
"In a whimsical sci-fi setting, a highly detailed caricature woman with sharp, piercing eyes confide(...TRUNCATED) | "iVBORw0KGgoAAAANSUhEUgAABAAAAAQACAIAAADwf7zUAAEAAElEQVR4nFT9YZokyY4rigGkeWRWdc+59z59WoNWoVVo/2vQ9zQ(...TRUNCATED) | "iVBORw0KGgoAAAANSUhEUgAABAAAAAQACAIAAADwf7zUAAEAAElEQVR4nFz9aa8ly5Ilhq1l5h6xpzNk3vHN3VXsbpKCBJEC9FV(...TRUNCATED) | 0 | 1 |
"A dazzling display of colorful fireworks lights up the night sky, creating a mesmerizing spectacle (...TRUNCATED) | "iVBORw0KGgoAAAANSUhEUgAABAAAAAQACAIAAADwf7zUAAEAAElEQVR4nGz9Z5RlWXYeiO29z7nu+Rc+IzIiva+syrJdVV3VZdp(...TRUNCATED) | "iVBORw0KGgoAAAANSUhEUgAABAAAAAQACAIAAADwf7zUAAEAAElEQVR4nHT9d7wlV3IeCEbEOWmuv8/78r5QKNiC6QbQaDS60Zb(...TRUNCATED) | 0 | 1 |
"In a mystical forest clearing, a radiant little girl emanates swirling coronal light, casting a mag(...TRUNCATED) | "iVBORw0KGgoAAAANSUhEUgAABAAAAAQACAIAAADwf7zUAAEAAElEQVR4nGz925Ikx5IsiqmaeVQ11pxzNikUvlD4///GB1LIvWc(...TRUNCATED) | "iVBORw0KGgoAAAANSUhEUgAABAAAAAQACAIAAADwf7zUAAEAAElEQVR4nFz9a49tSZIlhi0zc9/7nBNx82ZWdbd6WtRwhg99Iwi(...TRUNCATED) | 0 | 1 |
End of preview. Expand
in Dataset Viewer.
Margin-aware Preference Optimization for Aligning Diffusion Models without Reference
We propose MaPO, a reference-free, sample-efficient, memory-friendly alignment technique for text-to-image diffusion models. For more details on the technique, please refer to our paper here.
Developed by
- Jiwoo Hong* (KAIST AI)
- Sayak Paul* (Hugging Face)
- Noah Lee (KAIST AI)
- Kashif Rasul (Hugging Face)
- James Thorne (KAIST AI)
- Jongheon Jeong (Korea University)
Dataset
This dataset is cartoon split of Pick-Style, self-curated with Stable Diffusion XL. Using the context prompts (i.e., without stylistic specifications), we generate (1) cartoon style generation with stylistic prefix prompt and (2) normal generation with context prompt. Then, (1) is used as the chosen image, and (2) as the rejected image.
Citation
@misc{hong2024marginaware,
title={Margin-aware Preference Optimization for Aligning Diffusion Models without Reference},
author={Jiwoo Hong and Sayak Paul and Noah Lee and Kashif Rasul and James Thorne and Jongheon Jeong},
year={2024},
eprint={2406.06424},
archivePrefix={arXiv},
primaryClass={cs.CV}
}
- Downloads last month
- 127
Size of downloaded dataset files:
2.93 GB
Size of the auto-converted Parquet files:
2.93 GB
Number of rows:
1,000