|
--- |
|
annotations_creators: |
|
- expert-generated |
|
language_creators: |
|
- found |
|
language: |
|
- zh |
|
license: |
|
- cc-by-sa-4.0 |
|
multilinguality: [] |
|
size_categories: [] |
|
source_datasets: |
|
- extended|PosterErase |
|
task_categories: |
|
- other |
|
task_ids: [] |
|
pretty_name: PKU-PosterLayout |
|
tags: |
|
- layout-generation |
|
- graphic design |
|
configs: |
|
- config_name: default |
|
data_files: |
|
- split: train |
|
path: data/train-* |
|
- split: test |
|
path: data/test-* |
|
- config_name: ralf-style |
|
data_files: |
|
- split: train |
|
path: ralf-style/train-* |
|
- split: validation |
|
path: ralf-style/validation-* |
|
- split: test |
|
path: ralf-style/test-* |
|
- split: no_annotation |
|
path: ralf-style/no_annotation-* |
|
dataset_info: |
|
- config_name: default |
|
features: |
|
- name: original_poster |
|
dtype: image |
|
- name: inpainted_poster |
|
dtype: image |
|
- name: canvas |
|
dtype: image |
|
- name: basnet_saliency_map |
|
dtype: image |
|
- name: pfpn_saliency_map |
|
dtype: image |
|
- name: annotations |
|
sequence: |
|
- name: poster_path |
|
dtype: string |
|
- name: total_elem |
|
dtype: int32 |
|
- name: cls_elem |
|
dtype: |
|
class_label: |
|
names: |
|
'0': text |
|
'1': logo |
|
'2': underlay |
|
'3': INVALID |
|
- name: box_elem |
|
sequence: int32 |
|
splits: |
|
- name: train |
|
num_bytes: 7146183585.374 |
|
num_examples: 9974 |
|
- name: test |
|
num_bytes: 366746518.0 |
|
num_examples: 905 |
|
download_size: 0 |
|
dataset_size: 7512930103.374 |
|
- config_name: ralf-style |
|
features: |
|
- name: image_id |
|
dtype: int32 |
|
- name: original_poster |
|
dtype: image |
|
- name: inpainted_poster |
|
dtype: image |
|
- name: canvas |
|
dtype: image |
|
- name: saliency_map |
|
dtype: image |
|
- name: saliency_map_sub |
|
dtype: image |
|
- name: annotations |
|
sequence: |
|
- name: poster_path |
|
dtype: string |
|
- name: total_elem |
|
dtype: int32 |
|
- name: cls_elem |
|
dtype: |
|
class_label: |
|
names: |
|
'0': text |
|
'1': logo |
|
'2': underlay |
|
'3': INVALID |
|
- name: box_elem |
|
sequence: int32 |
|
splits: |
|
- name: train |
|
num_bytes: 4897507548.108 |
|
num_examples: 7972 |
|
- name: validation |
|
num_bytes: 612384052.955143 |
|
num_examples: 996 |
|
- name: test |
|
num_bytes: 613872623.644857 |
|
num_examples: 997 |
|
- name: no_annotation |
|
num_bytes: 346581773.0 |
|
num_examples: 905 |
|
download_size: 6459217850 |
|
dataset_size: 6470345997.708 |
|
--- |
|
|
|
# Dataset Card for PKU-PosterLayout |
|
|
|
[](https://github.com/shunk031/huggingface-datasets_PKU-PosterLayout/actions/workflows/ci.yaml) |
|
|
|
## Table of Contents |
|
|
|
- [Dataset Card Creation Guide](#dataset-card-creation-guide) |
|
- [Table of Contents](#table-of-contents) |
|
- [Dataset Description](#dataset-description) |
|
- [Dataset Summary](#dataset-summary) |
|
- [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards) |
|
- [Languages](#languages) |
|
- [Dataset Structure](#dataset-structure) |
|
- [Data Instances](#data-instances) |
|
- [Data Fields](#data-fields) |
|
- [Data Splits](#data-splits) |
|
- [Dataset Creation](#dataset-creation) |
|
- [Curation Rationale](#curation-rationale) |
|
- [Source Data](#source-data) |
|
- [Initial Data Collection and Normalization](#initial-data-collection-and-normalization) |
|
- [Who are the source language producers?](#who-are-the-source-language-producers) |
|
- [Annotations](#annotations) |
|
- [Annotation process](#annotation-process) |
|
- [Who are the annotators?](#who-are-the-annotators) |
|
- [Personal and Sensitive Information](#personal-and-sensitive-information) |
|
- [Considerations for Using the Data](#considerations-for-using-the-data) |
|
- [Social Impact of Dataset](#social-impact-of-dataset) |
|
- [Discussion of Biases](#discussion-of-biases) |
|
- [Other Known Limitations](#other-known-limitations) |
|
- [Additional Information](#additional-information) |
|
- [Dataset Curators](#dataset-curators) |
|
- [Licensing Information](#licensing-information) |
|
- [Citation Information](#citation-information) |
|
- [Contributions](#contributions) |
|
|
|
## Dataset Description |
|
|
|
- **Homepage:** http://59.108.48.34/tiki/PosterLayout/ |
|
- **Repository:** https://github.com/shunk031/huggingface-datasets_PKU-PosterLayout |
|
- **Paper (Preprint):** https://arxiv.org/abs/2303.15937 |
|
- **Paper (CVPR2023):** https://openaccess.thecvf.com/content/CVPR2023/html/Hsu_PosterLayout_A_New_Benchmark_and_Approach_for_Content-Aware_Visual-Textual_Presentation_CVPR_2023_paper.html |
|
|
|
### Dataset Summary |
|
|
|
PKU-PosterLayout is a new dataset and benchmark for content-aware visual-textual presentation layout. |
|
|
|
### Supported Tasks and Leaderboards |
|
|
|
[More Information Needed] |
|
|
|
### Languages |
|
|
|
The language data in PKU-PosterLayout is in Chinese ([BCP-47 zh](https://www.rfc-editor.org/info/bcp47)). |
|
|
|
## Dataset Structure |
|
|
|
### Data Instances |
|
|
|
```python |
|
import datasets as ds |
|
|
|
dataset = ds.load_dataset("creative-graphic-design/PKU-PosterLayout") |
|
|
|
# or you can download RALF (https://arxiv.org/abs/2311.13602)-style preprocessed dataset |
|
dataset = ds.load_dataset("creative-graphic-design/PKU-PosterLayout", name="ralf-style") |
|
``` |
|
|
|
### Data Fields |
|
|
|
[More Information Needed] |
|
|
|
### Data Splits |
|
|
|
[More Information Needed] |
|
|
|
## Dataset Creation |
|
|
|
### Curation Rationale |
|
|
|
[More Information Needed] |
|
|
|
### Source Data |
|
|
|
[More Information Needed] |
|
|
|
#### Initial Data Collection and Normalization |
|
|
|
[More Information Needed] |
|
|
|
#### Who are the source language producers? |
|
|
|
[More Information Needed] |
|
|
|
### Annotations |
|
|
|
[More Information Needed] |
|
|
|
#### Annotation process |
|
|
|
[More Information Needed] |
|
|
|
#### Who are the annotators? |
|
|
|
[More Information Needed] |
|
|
|
### Personal and Sensitive Information |
|
|
|
[More Information Needed] |
|
|
|
## Considerations for Using the Data |
|
|
|
### Social Impact of Dataset |
|
|
|
[More Information Needed] |
|
|
|
### Discussion of Biases |
|
|
|
[More Information Needed] |
|
|
|
### Other Known Limitations |
|
|
|
[More Information Needed] |
|
|
|
## Additional Information |
|
|
|
### Dataset Curators |
|
|
|
[More Information Needed] |
|
|
|
### Licensing Information |
|
|
|
[More Information Needed] |
|
|
|
### Citation Information |
|
|
|
```bibtex |
|
@inproceedings{hsu2023posterlayout, |
|
title={PosterLayout: A New Benchmark and Approach for Content-aware Visual-Textual Presentation Layout}, |
|
author={Hsu, Hsiao Yuan and He, Xiangteng and Peng, Yuxin and Kong, Hao and Zhang, Qing}, |
|
booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition}, |
|
pages={6018--6026}, |
|
year={2023} |
|
} |
|
``` |
|
|
|
### Contributions |
|
|
|
Thanks to [@PKU-ICST-MIPL](https://github.com/PKU-ICST-MIPL) for creating this dataset. |
|
|
