Updated: Sep 9, 2025
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The FLUX.1 [dev] Model is licensed by Black Forest Labs. Inc. under the FLUX.1 [dev] Non-Commercial License. Copyright Black Forest Labs. Inc.
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This LoRA is based on the 1992 Lincoln Town Car Limousine.V1.1 & V1.0 are overfitting
The Hood Ornament's Issue
The emblems of these common brands were well-trained in the Flux base model, but not Lincoln. When I entered the keyword 'lincoln', I got the following results.
I added a lot of lincoln's logo/oranament images to the training set, tried about 6,000 steps of training, tried LLM captions, and tried training without captions, but the hood oranament still had serious artifacts. To avoid this problem, I removed all Lincoln-related identifiers and used the most brute-force training method."