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--- |
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tags: |
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- text-to-image |
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- stable-diffusion |
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- lora |
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- diffusers |
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- template:sd-lora |
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widget: |
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- text: A young woman with smile, wearing a purple hat. |
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parameters: |
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negative_prompt: >- |
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worst quality, low quality, bad anatomy, watermark, text, blurry, cartoon, |
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unreal |
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output: |
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url: images/output.png |
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base_model: runwayml/stable-diffusion-v1-5 |
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instance_prompt: null |
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license: mit |
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--- |
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# pytorch_lora_weights.safetensors |
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<Gallery /> |
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## Model description |
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This model is a fine-tuned version of the Stable Diffusion architecture, leveraging the Low-Rank Adaptation (LoRA) technique. It has been trained using the CelebA-HQ and FFHQ datasets, both renowned for their high-quality images of human faces. |
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### Training Details: |
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- **Base Model**: Stable Diffusion |
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- **Adaptation Technique**: Low-Rank Adaptation (LoRA) |
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- **Datasets**: CelebA-HQ (30,000 images), FFHQ (70,000 images) |
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- **Resolution**: resolution : 512*512 fine-tuning for detailed facial synthesis |
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### Example Usages: |
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```py |
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import torch |
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from diffusers import StableDiffusionPipeline,UNet2DConditionModel |
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pipeline = StableDiffusionPipeline.from_pretrained("runwayml/stable-diffusion-v1-5").to("cuda") |
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pipeline.load_lora_weights("phil329/face_lora_sd15", weight_name="pytorch_lora_weights.safetensors") |
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NEGATIVE_PROMPT = "worst quality, low quality, bad anatomy, watermark, text, blurry, cartoon, unreal" |
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text = 'A young woman with smile, wearing a purple hat.' |
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lora_image = pipeline(text,negative_prompt=NEGATIVE_PROMPT).images[0] |
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display(lora_image) |
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``` |
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### Results |
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We use four prompts as follows: |
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- 'A young woman with smile, wearing a purple hat.' |
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- 'A middle-aged man,beard ,attractive' |
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- 'A girl with long blonde hair' |
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- 'An young man with curry hair' |
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The **negative prompt** are the same as the example codes. All the results are randomly generated and **not** cherry-picked. |
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If the generation effect is not good, try adding a negative prompt, or try different prompts and seeds. |
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## Download model |
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Weights for this model are available in Safetensors format. |
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[Download](/phil329/face_lora_sd15/tree/main) them in the Files & versions tab. |
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