update README

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1. [ZITS](https://github.com/DQiaole/ZITS_inpainting) 1. [ZITS](https://github.com/DQiaole/ZITS_inpainting)
1. [MAT](https://github.com/fenglinglwb/MAT) 1. [MAT](https://github.com/fenglinglwb/MAT)
1. [FcF](https://github.com/SHI-Labs/FcF-Inpainting) 1. [FcF](https://github.com/SHI-Labs/FcF-Inpainting)
1. [SD](https://github.com/CompVis/stable-diffusion) 1. [SD1.4](https://github.com/CompVis/stable-diffusion)
- Support CPU & GPU - Support CPU & GPU
- Various inpainting [strategy](#inpainting-strategy) - Various inpainting [strategy](#inpainting-strategy)
- Run as a desktop APP - Run as a desktop APP
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| Remove Text | ![text](./assets/unwant_text.jpg) | ![text](./assets/unwant_text_clean.jpg) | | Remove Text | ![text](./assets/unwant_text.jpg) | ![text](./assets/unwant_text_clean.jpg) |
| Remove watermark | ![watermark](./assets/watermark.jpg) | ![watermark_clean](./assets/watermark_cleanup.jpg) | | Remove watermark | ![watermark](./assets/watermark.jpg) | ![watermark_clean](./assets/watermark_cleanup.jpg) |
| Fix old photo | ![oldphoto](./assets/old_photo.jpg) | ![oldphoto_clean](./assets/old_photo_clean.jpg) | | Fix old photo | ![oldphoto](./assets/old_photo.jpg) | ![oldphoto_clean](./assets/old_photo_clean.jpg) |
| Text Driven Inpainting | ![dog](./assets/dog.jpg) | ![fox](./assets/fox.jpg) |
## Quick Start ## Quick Start
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| ZITS | :+1: Better holistic structures compared with previous methods <br/> :neutral_face: Wireframe module is **very** slow on CPU | `Wireframe`: Enable edge and line detect | | ZITS | :+1: Better holistic structures compared with previous methods <br/> :neutral_face: Wireframe module is **very** slow on CPU | `Wireframe`: Enable edge and line detect |
| MAT | TODO | | | MAT | TODO | |
| FcF | :+1: Better structure and texture generation <br/> :neutral_face: Only support fixed size (512x512) input | | | FcF | :+1: Better structure and texture generation <br/> :neutral_face: Only support fixed size (512x512) input | |
| SD | :+1: SOTA text-to-image diffusion model | | | SD1.4 | :+1: SOTA text-to-image diffusion model | |
### LaMa vs LDM ### LaMa vs LDM

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