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It's not every day you see the No. 1 ranked paper of the day open-sourcing a very powerful image editing app!
It's not every day you see the No. 1 ranked paper of the day open-sourcing a very powerful image editing app!
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Fascinating to see MagicQuill - a groundbreaking interactive image editing system that makes precise photo editing effortless through advanced AI!
Fascinating to see MagicQuill - a groundbreaking interactive image editing system that makes precise photo editing effortless through advanced AI!
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The system's architecture features three sophisticated components:
The system's architecture features three sophisticated components:
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1. Editing Processor:
1. Editing Processor:
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- Implements a dual-branch architecture integrated into a latent diffusion framework
- Implements a dual-branch architecture integrated into a latent diffusion framework
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- Utilizes PiDiNet for edge map extraction and content-aware per-pixel inpainting
- Utilizes PiDiNet for edge map extraction and content-aware per-pixel inpainting
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- Features a specialized UNet architecture with zero-convolution layers for feature insertion
- Features a specialized UNet architecture with zero-convolution layers for feature insertion
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- Employs denoising score matching for training the control branch
- Employs denoising score matching for training the control branch
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- Processes both structural modifications via scribble guidance and color manipulation through downsampled color blocks
- Processes both structural modifications via scribble guidance and color manipulation through downsampled color blocks
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- Maintains pixel-level control through VAE-based latent space operations
- Maintains pixel-level control through VAE-based latent space operations
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2. Painting Assistor:
2. Painting Assistor:
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- Powered by a fine-tuned LLaVA multimodal LLM using Low-Rank Adaptation (LoRA)
- Powered by a fine-tuned LLaVA multimodal LLM using Low-Rank Adaptation (LoRA)
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- Trained on a custom dataset derived from Densely Captioned Images (DCI)
- Trained on a custom dataset derived from Densely Captioned Images (DCI)
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- Processes user brushstrokes through specialized Q&A tasks for add/subtract/color operations
- Processes user brushstrokes through specialized Q&A tasks for add/subtract/color operations
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- Features bounding box coordinate normalization for precise stroke localization
- Features bounding box coordinate normalization for precise stroke localization
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- Implements streamlined single-word/phrase outputs for real-time performance
- Implements streamlined single-word/phrase outputs for real-time performance
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3. Idea Collector:
3. Idea Collector:
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- Built as a modular ReactJS component library
- Built as a modular ReactJS component library
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- Supports cross-platform deployment via HTTP protocols
- Supports cross-platform deployment via HTTP protocols
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- Compatible with Gradio and ComfyUI frameworks
- Compatible with Gradio and ComfyUI frameworks
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- Features comprehensive layer management and parameter adjustment capabilities
- Features comprehensive layer management and parameter adjustment capabilities
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- Implements real-time canvas updates and preview generation
- Implements real-time canvas updates and preview generation
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The system outperforms existing solutions like SmartEdit and BrushNet in edge alignment and color fidelity while maintaining seamless integration with popular AI frameworks.
The system outperforms existing solutions like SmartEdit and BrushNet in edge alignment and color fidelity while maintaining seamless integration with popular AI frameworks.
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What are your thoughts on AI-powered creative tools?
What are your thoughts on AI-powered creative tools?
It's not every day you see the No. 1 ranked paper of the day open-sourcing a very powerful image editing app!

Fascinating to see MagicQuill - a groundbreaking interactive image editing system that makes precise photo editing effortless through advanced AI!

The system's architecture features three sophisticated components:

1. Editing Processor:
- Implements a dual-branch architecture integrated into a latent diffusion framework
- Utilizes PiDiNet for edge map extraction and content-aware per-pixel inpainting
- Features a specialized UNet architecture with zero-convolution layers for feature insertion
- Employs denoising score matching for training the control branch
- Processes both structural modifications via scribble guidance and color manipulation through downsampled color blocks
- Maintains pixel-level control through VAE-based latent space operations

2. Painting Assistor:
- Powered by a fine-tuned LLaVA multimodal LLM using Low-Rank Adaptation (LoRA)
- Trained on a custom dataset derived from Densely Captioned Images (DCI)
- Processes user brushstrokes through specialized Q&A tasks for add/subtract/color operations
- Features bounding box coordinate normalization for precise stroke localization
- Implements streamlined single-word/phrase outputs for real-time performance

3. Idea Collector:
- Built as a modular ReactJS component library
- Supports cross-platform deployment via HTTP protocols
- Compatible with Gradio and ComfyUI frameworks
- Features comprehensive layer management and parameter adjustment capabilities
- Implements real-time canvas updates and preview generation

The system outperforms existing solutions like SmartEdit and BrushNet in edge alignment and color fidelity while maintaining seamless integration with popular AI frameworks.

What are your thoughts on AI-powered creative tools?
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Harbous John6666 ethanker iojvsuynv
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