|
|
--- |
|
|
language: |
|
|
- en |
|
|
library_name: glyph-byt5 |
|
|
--- |
|
|
|
|
|
# Glyph-ByT5-v2: A Strong Aesthetic Baseline for Accurate Multilingual Visual Text Rendering |
|
|
|
|
|
We introduce **Glyph-ByT5-v2**, a customized text encoder for accurate **multilingual** visual text rendering and improved aesthetics. |
|
|
As an extension of **Glyph-SDXL**, our multilingual version supports visual text rendering for up to 10 different languages: English, Chinese, Japanese, Korean, French, German, Spanish, Italian, Portuguese and Russian. |
|
|
Combined with SDXL, our proposed **Glyph-SDXL-v2** achieves accurate multilingual design image visual text rendering. |
|
|
|
|
|
|
|
|
> [**Glyph-ByT5-v2: A Strong Aesthetic Baseline for Accurate Multilingual Visual Text Rendering**](https://glyph-byt5-v2.github.io/) |
|
|
> [Zeyu Liu](https://github.com/lzy-tony), [Weicong Liang](https://scholar.google.com/citations?user=QvHDIygAAAAJ&hl=zh-CN), [Yiming Zhao](https://scholar.google.com.hk/citations?user=_knPaYsAAAAJ&hl=zh-CN), [Bohan Chen](https://github.com/BHCHENGIT), [Ji Li](https://sites.google.com/a/usc.edu/jili/), [Yuhui Yuan](https://www.microsoft.com/en-us/research/people/yuyua/) |
|
|
> Microsoft Research Asia; Tsinghua University; Peking University; University of Liverpool |
|
|
> Preprint |
|
|
|
|
|
## Model Sources |
|
|
|
|
|
<!-- Provide the basic links for the model. --> |
|
|
|
|
|
- **Repository:** [https://github.com/AIGText/Glyph-ByT5] |
|
|
- **Paper:** [https://arxiv.org/abs/2406.10208] |
|
|
- **Project Page:** [https://glyph-byt5-v2.github.io/] |
|
|
|
|
|
|
|
|
## Model Description |
|
|
|
|
|
Please check our [paper](https://arxiv.org/abs/2406.10208) and [project page](https://glyph-byt5-v2.github.io/) for more details. Detail usage and inference code can be found [here](https://github.com/AIGText/Glyph-ByT5). |
|
|
|
|
|
## Visualization |
|
|
|
|
|
<table> |
|
|
<tr> |
|
|
<td><img src="assets/teaser/teaser_multilingual_1.webp" alt="example 1" width="200"/></td> |
|
|
<td><img src="assets/teaser/teaser_multilingual_2.webp" alt="example 2" width="200"/></td> |
|
|
<td><img src="assets/teaser/teaser_multilingual_3.webp" alt="example 3" width="200"/></td> |
|
|
<td><img src="assets/teaser/teaser_multilingual_4.webp" alt="example 4" width="200"/></td> |
|
|
</tr> |
|
|
</table> |
|
|
|
|
|
## Quick Usage |
|
|
|
|
|
``` |
|
|
python inference_v2.py configs/glyph_sdxl_v2_albedo.py checkpoints examples/xiaoman.json --out_folder work_dirs/xiaoman --device cuda --sampler dpm |
|
|
``` |
|
|
|
|
|
## More Configurations |
|
|
|
|
|
We list some more useful configurations for easy usage: |
|
|
|
|
|
| Argument/Config | Place | Default | Description | |
|
|
| ----------------------------- | ---------- | ----------------------------------- | ------------------------------------------------------------ | |
|
|
| cfg | argument | 5.0 | Classifier-free guidance | |
|
|
| sampler | argument | dpm | Sampler, provide support for dpm (DPM++ 2M Karras) and euler (EulerDiscreteScheduler) | |
|
|
| pretrained_model_name_or_path | config | stablediffusionapi/albedobase-xl-20 | Base model | |
|
|
| seed | annotation | None | Seed for inference | |
|
|
|
|
|
|
|
|
## Citation |
|
|
|
|
|
If you find our work useful in your research, please consider citing: |
|
|
|
|
|
``` |
|
|
@misc{liu2024glyphbyt5v2, |
|
|
title={Glyph-ByT5-v2: A Strong Aesthetic Baseline for Accurate Multilingual Visual Text Rendering}, |
|
|
author={Zeyu Liu and Weicong Liang and Yiming Zhao and Bohan Chen and Ji Li and Yuhui Yuan}, |
|
|
year={2024}, |
|
|
eprint={2406.10208}, |
|
|
archivePrefix={arXiv}, |
|
|
primaryClass={cs.CV} |
|
|
} |
|
|
``` |
|
|
|
|
|
and |
|
|
|
|
|
``` |
|
|
@misc{liu2024glyphbyt5, |
|
|
title={Glyph-ByT5: A Customized Text Encoder for Accurate Visual Text Rendering}, |
|
|
author={Zeyu Liu and Weicong Liang and Zhanhao Liang and Chong Luo and Ji Li and Gao Huang and Yuhui Yuan}, |
|
|
year={2024}, |
|
|
eprint={2403.09622}, |
|
|
archivePrefix={arXiv}, |
|
|
primaryClass={cs.CV} |
|
|
} |
|
|
``` |
