PromptFix
P
Promptfix
Overview :
PromptFix is a comprehensive framework that enables diffusion models to perform various image processing tasks by following human instructions. This framework constructs a large-scale instruction-following dataset, proposes high-frequency guided sampling methods to control the denoising process while retaining high-frequency details in unprocessed areas, and designs auxiliary prompt adapters that enhance text prompts using visual language models, increasing the model's task generalization capabilities. PromptFix outperforms previous methods across various image processing tasks and demonstrates superior zero-shot capabilities in blind restoration and compositional tasks.
Target Users :
The target audience includes image processing professionals, researchers, and everyday users with a need for image editing. PromptFix is particularly suited for those requiring high-quality image editing and restoration, making it an invaluable tool in both academic research and commercial applications due to its powerful image processing capabilities and user-friendliness.
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Use Cases
Users can remove blur from photos and enhance image quality using PromptFix.
Inject more colors into landscape photos to make the scenes more vibrant.
Remove unwanted objects or people from photos, such as eliminating stamps or excluding figures from the left side of an image.
Features
Build a large-scale instruction-following dataset encompassing low-level tasks, image editing, and object creation.
Propose high-frequency guided sampling methods to control the denoising process while preserving high-frequency details in unprocessed areas.
Design auxiliary prompt adapters that enhance text prompts using visual language models to improve task generalization abilities.
Achieve exceptional performance in diverse image processing tasks, including image deblurring, color enhancement, and object removal.
Attain inference efficiency comparable to baseline models while demonstrating superior zero-shot capabilities in blind restoration and compositional tasks.
How to Use
1. Visit the PromptFix website to familiarize yourself with the product overview.
2. Select the appropriate instructions based on your desired image processing task.
3. Upload the image you wish to process to the PromptFix platform.
4. Enter specific processing instructions, such as 'remove blur' or 'enhance colors'.
5. PromptFix will process the image according to your instructions.
6. Review the processed image and make further edits or download it as needed.
7. If desired, utilize high-frequency guided sampling techniques for more precise control over details.
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