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@@ -11,13 +11,17 @@ base_model: black-forest-labs/FLUX.1-Fill-dev
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  ## Training Script:
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  https://github.com/lrzjason/T2ITrainer
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- # Object Removal LoRA of Flux Fill Dev (Alpha)
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  ## Dataset
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  https://huggingface.co/datasets/lrzjason/ObjectRemovalAlpha
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  All images gather from unsplash. Thanks to all creators who created the awesome images.
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  ## Model Description
 
 
 
 
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  This is an Object Removal LoRA fine-tuned from Flux Fill Dev model. \
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  The lora is designed to remove objects from specified masked areas, making it useful for image editing tasks where unwanted objects need to be erased seamlessly. \
 
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  ## Training Script:
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  https://github.com/lrzjason/T2ITrainer
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+ # Object Removal LoRA of Flux Fill Dev (Beta)
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  ## Dataset
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  https://huggingface.co/datasets/lrzjason/ObjectRemovalAlpha
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  All images gather from unsplash. Thanks to all creators who created the awesome images.
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  ## Model Description
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+ Update 20250314
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+ Adding random selection training for beta.
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+ It ranfom selects noised factual or noised ground true to train.
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+ It is able to prevent the model degradation due to mis-aligned training objective.
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  This is an Object Removal LoRA fine-tuned from Flux Fill Dev model. \
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  The lora is designed to remove objects from specified masked areas, making it useful for image editing tasks where unwanted objects need to be erased seamlessly. \