|
--- |
|
license: cc-by-4.0 |
|
dataset_info: |
|
features: |
|
- name: img_id |
|
dtype: string |
|
- name: turn_index |
|
dtype: int32 |
|
- name: source_img |
|
dtype: image |
|
- name: instruction |
|
dtype: string |
|
- name: target_img |
|
dtype: image |
|
splits: |
|
- name: train |
|
num_bytes: 15529513080.815 |
|
num_examples: 8807 |
|
- name: dev |
|
num_bytes: 926910159.0 |
|
num_examples: 528 |
|
download_size: 16474470556 |
|
dataset_size: 16456423239.815 |
|
task_categories: |
|
- text-to-image |
|
language: |
|
- en |
|
pretty_name: MagicBrush |
|
size_categories: |
|
- 10K<n<100K |
|
--- |
|
|
|
|
|
# Dataset Card for Dataset Name |
|
|
|
## Dataset Description |
|
- **Homepage:** https://osu-nlp-group.github.io/MagicBrush |
|
- **Repository:** https://github.com/OSU-NLP-Group/MagicBrush |
|
<!-- **Paper:** https://arxiv.org/abs/2306.06070 --> |
|
- **Point of Contact:** [Kai Zhang](mailto:zhang.13253@osu.edu) |
|
|
|
### Dataset Summary |
|
|
|
MagicBrush is the first large-scale, manually-annotated instruction-guided image editing dataset covering diverse scenarios single-turn, multi-turn, mask-provided, and mask-free editing. MagicBrush comprises 10K (source image, instruction, target image) triples, which is sufficient to train large-scale image editing models. |
|
|
|
Please check our [website](https://osu-nlp-group.github.io/MagicBrush/) to explore more visual results. |
|
|
|
#### Dataset Structure |
|
"img_id" (str): same from COCO id |
|
|
|
"turn_index" (int32): the edit turn in the image |
|
|
|
"source_img" (str): input image, could be the original real image (turn_index=1) and edited images from last tunr (turn_index >=2) |
|
|
|
"instruction" (str): edit instruction of how the input image should be changed. |
|
|
|
"target_img" (str): the edited image corresponding to the input image and instruction. |
|
|
|
If you need auxiliary data, please use [training set](https://buckeyemailosu-my.sharepoint.com/:u:/g/personal/zhang_13253_buckeyemail_osu_edu/EYEqf_yG36lAgiXw2GvRl0QBDBOeZHxvNgxO0Ec9WDMcNg) and [dev set](https://buckeyemailosu-my.sharepoint.com/:u:/g/personal/zhang_13253_buckeyemail_osu_edu/EXkXvvC95C1JsgMNWGL_RcEBElmsGxXwAAAdGamN8PNhrg) |
|
|
|
### Splits |
|
|
|
train: 8,807 edit turns (4,512 edit sessions). |
|
dev: 528 edit turns (266 edit sessions). |
|
test: (To prevent potential data leakage, please check our repo for information on obtaining the test set.) |
|
|
|
### Licensing Information |
|
|
|
Creative Commons License |
|
This work is licensed under a Creative Commons Attribution 4.0 International License. |
|
|
|
|
|
### Citation Information |
|
|
|
TODO |
