cjwbw/ledits 🔢🖼️📝 → 🖼️

▶️ 938 runs 📅 Jul 2023 ⚙️ Cog 0.7.0-beta19 🔗 GitHub 📄 Paper

image-editing image-object-removal

Performance

88.1sTypical run time

~362sCold start (first call)

938Total runs

About

Real Image Editing with DDPM Inversion and Semantic Guidance

Example Output

Output

Performance Metrics

88.08s Prediction Time

361.82s Total Time

All Input Parameters

{
  "skip_steps": 36,
  "input_image": "https://replicate.delivery/pbxt/JDedEcItJwW879d82oqU8sanlCuaymF6EATC33j9zISnXVE6/lemons_input.jpg",
  "target_prompt": "a ceramic bowl",
  "concept_to_add": "apples",
  "guidance_scale": 7,
  "concept_to_remove": "lemons",
  "neg_guidance_scale": 7,
  "num_diffusion_steps": 100,
  "target_guidance_scale": 15
}

Input Parameters

seed Type: integer: Random seed. Leave blank to randomize the seed
skip_steps Type: integerDefault: 36: DDPM denoising steps to skip
input_image (required) Type: string: Input image
target_prompt Type: string: DDPM Inversion Prompt. Can help with global changes, modify to what you would like to see. This is optional
concept_to_add (required) Type: string: concept to add in the target image
guidance_scale Type: numberDefault: 15: guidance scale to add the above concept
concept_to_remove (required) Type: string: concept to remove from the original image
neg_guidance_scale Type: numberDefault: 7: guidance scale to remove the above concept
num_diffusion_steps Type: integerDefault: 100: number of diffusion steps
target_guidance_scale Type: numberDefault: 20: guidance scale for the target_prompt provided above

Output Schema

Output

Type: string • Format: uri

Example Execution Logs

/src/inversion_utils.py:156: FutureWarning: Accessing config attribute `in_channels` directly via 'UNet2DConditionModel' object attribute is deprecated. Please access 'in_channels' over 'UNet2DConditionModel's config object instead, e.g. 'unet.config.in_channels'.
model.unet.in_channels,
/src/inversion_utils.py:63: FutureWarning: Accessing config attribute `in_channels` directly via 'UNet2DConditionModel' object attribute is deprecated. Please access 'in_channels' over 'UNet2DConditionModel's config object instead, e.g. 'unet.config.in_channels'.
model.unet.in_channels,
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Version Details

Version ID: 2d2893516879bba01c08607089a8382d0910f1060470cfa65fcbbfdcbdc66abb
Version Created: July 22, 2023

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