prithivMLmods/Outfit-Cut-Specified

Outfit-Cut

Outfit-Cut is an adapter for black-forest-lab's FLUX.1-Kontext-dev, designed to extract outfits from images based on precisely specified subjects. The model was trained on 200 image pairs (100 start images and 100 end images). The adapter can be triggered with the following prompt:

[photo content], extract only the specified clothing item [full outfit, top wear, bottom wear, t-shirt, jacket, dress, etc.] from the image and place it over a clean, plain background. Present the result in a product photography style — well-lit, crisp, and professional — while preserving the garment’s original textures, colors, shapes, and fine details.

Sample Inference

Prompt: [photo content], extract only the specified clothing item [t-shirt] from the image and place it over a clean, plain background. Present the result in a product photography style — well-lit, crisp, and professional — while preserving the garment’s original textures, colors, shapes, and fine details.

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Prompt: [photo content], extract only the specified clothing item [top wear] from the image and place it over a clean, plain background. Present the result in a product photography style — well-lit, crisp, and professional — while preserving the garment’s original textures, colors, shapes, and fine details.

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Prompt: [photo content], extract only the specified clothing item [t-shirt] from the image and place it over a clean, plain background. Present the result in a product photography style — well-lit, crisp, and professional — while preserving the garment’s original textures, colors, shapes, and fine details.

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Prompt: [photo content], extract only the specified clothing item [t-shirt] from the image and place it over a clean, plain background. Present the result in a product photography style — well-lit, crisp, and professional — while preserving the garment’s original textures, colors, shapes, and fine details.

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Prompt: [photo content], extract only the specified clothing item [t-shirt] from the image and place it over a clean, plain background. Present the result in a product photography style — well-lit, crisp, and professional — while preserving the garment’s original textures, colors, shapes, and fine details.

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Prompt: [photo content], extract only the specified clothing item [t-shirt] from the image and place it over a clean, plain background. Present the result in a product photography style — well-lit, crisp, and professional — while preserving the garment’s original textures, colors, shapes, and fine details.

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Note: This adapter works well for extracting top wear (t-shirts, shirts, jackets, hoodies). The model may perform sub-optimally in more challenging cases, such as full clothing extraction, poorly lit images, and other difficult scenarios.

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Parameter Settings

Setting	Value
Module Type	Adapter
Base Model	FLUX.1 Kontext Dev - fp8
Trigger Words	[photo content], extract only the specified clothing item [top wear, bottom wear] from the image and place it over a clean, plain background. Present the result in a product photography style — well-lit, crisp, and professional — while preserving the garment’s original textures, colors, shapes, and fine details.
Image Processing Repeats	50
Epochs	25
Save Every N Epochs	1

Labeling: DeepCaption-VLA-7B(natural language & English)

Total Images Used for Training : 200 Image Pairs (100 Start, 100 End)

Training Parameters

Setting	Value
Seed	-
Clip Skip	-
Text Encoder LR	0.00001
UNet LR	0.00005
LR Scheduler	constant
Optimizer	AdamW8bit
Network Dimension	64
Network Alpha	32
Gradient Accumulation Steps	-

Label Parameters

Setting	Value
Shuffle Caption	-
Keep N Tokens	-

Advanced Parameters

Setting	Value
Noise Offset	0.03
Multires Noise Discount	0.1
Multires Noise Iterations	10
Conv Dimension	-
Conv Alpha	-
Batch Size	-
Steps	2700
Sampler	euler

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Trigger words

You should use [photo content] to trigger the image generation.

You should use extract only the specified clothing item [full outfit to trigger the image generation.

You should use top wear to trigger the image generation.

You should use bottom wear to trigger the image generation.

You should use t-shirt to trigger the image generation.

You should use jacket to trigger the image generation.

You should use dress to trigger the image generation.

You should use etc.] from the image and place it over a clean to trigger the image generation.

You should use plain background. Present the result in a product photography style — well-lit to trigger the image generation.

You should use crisp to trigger the image generation.

You should use and professional — while preserving the garment’s original textures to trigger the image generation.

You should use colors to trigger the image generation.

You should use shapes to trigger the image generation.

You should use and fine details. to trigger the image generation.

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