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tags: |
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- text-to-image |
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- stable-diffusion |
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# Control-LoRA Model Card |
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## Model |
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Combining the power of ControlNet and low-rank parameter efficient fine tuning, we introduce Control-LoRAs. |
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By integrating the strengths of both approaches, this offers a more efficient and compact method to bring model control for a wider variety of consumer GPUs. |
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### MiDaS and ClipDrop Depth |
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![canny](samples/depth-sample.jpeg) |
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### Canny Edge |
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![canny](samples/canny-sample.jpeg) |
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Canny Edge Detection is an image processing technique that identifies abrupt changes in intensity to highlight edges in an image. |
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This Control-LoRA uses the edges from an image to guide the generation. |
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### Photograph and Sketch Colorizer |
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![photograph colorizer](samples/colorizer-sample.jpeg) |
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These two Control-LoRAs can be used to colorize images. |
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The first is designed to colorize black and white photographs. |
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The second is designed to color in sketches input as a white-on-black image (either hand-drawn, or created with a `SoftEdge_PIDI` model). |
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### Revision |
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![revision](thumbnails/stability-clora-revision-thumbnail.jpeg) |
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Revision is a novel approach of using images to prompt SDXL. |
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It uses pooled CLIP embeddings to produce images conceptually similar to the input. It can be used either in addition, or to replace text prompts. |
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Revision also includes a blending function for combining multiple image or text concepts, as either positive or negative prompts. |