description: <p>This model removes belly buttons. No keyword required.</p><p></p><p><strong>How it was trained:</strong></p><ul><li><p>Lora overtrained on an image</p></li><li><p>Second lora overtrained on an edit of that image (in this case the belly button was inpainted out)</p></li><li><p>Repeated the above a few times</p></li><li><p>Merged all the loras trained on edited images into checkpoint_a</p></li><li><p>Merged all the loras trained on unedited images into checkpoint_b</p></li><li><p>Extracted lora from checkpoint_a - checkpoint_b</p></li><li><p>Zeroed out non-required blocks in the lora using trial and error to reduce lora side effects on generated image</p></li></ul><p></p><p><strong>Used the following guide:</strong></p><p><a target="_blank" rel="ugc" href="https://civitai.com/models/98334/difflorafaceshadowtweaker">https://civitai.com/models/98334/difflorafaceshadowtweaker</a> </p><p><a target="_blank" rel="ugc" href="https://1lemon1lemon.netlify.app/2023-06-27_difflora/">https://1lemon1lemon.netlify.app/2023-06-27_difflora/</a></p><p></p><p><strong>Used this for training:</strong></p><p><a target="_blank" rel="ugc" href="https://github.com/bmaltais/kohya_ss">https://github.com/bmaltais/kohya_ss</a></p><p>Used the following command for overtraining loras (paths replaced with ...):</p><pre><code>accelerate launch --num_cpu_threads_per_process=2 "train_network.py" --enable_bucket --pretrained_model_name_or_path="..." --train_data_dir="..." --resolution="768,768" --output_dir="..." --logging_dir="..." --network_alpha="16" --save_model_as=safetensors --network_module=networks.lora --unet_lr=0.001 --network_train_unet_only --network_dim=32 --output_name="01a" --lr_scheduler_num_cycles="1" --learning_rate="0.001" --lr_scheduler="constant" --train_batch_size="1" --max_train_steps="400" --save_every_n_epochs="1" --mixed_precision="fp16" --save_precision="fp16" --cache_latents --optimizer_type="AdamW8bit" --max_data_loader_n_workers="0" --bucket_reso_steps=64 --xformers --bucket_no_upscale</code></pre><p><strong>Used this A1111 extension for merging:</strong></p><p><a target="_blank" rel="ugc" href="https://github.com/hako-mikan/sd-webui-supermerger">https://github.com/hako-mikan/sd-webui-supermerger</a></p>
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name: Belly Button Remover
tags: concept belly skin adjuster bellybutton