This LoRA is based on the 1992 Lincoln Town Car Limousine.V1.1 &amp; V1.0 are overfitting<h3 id="the-hood-ornament's-issue">The Hood Ornament's Issue</h3><img src="https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/5a16e73a-ce65-4ac3-83b2-6d058f20f702/width=525/5a16e73a-ce65-4ac3-83b2-6d058f20f702.jpeg" />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.<img src="https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/542ce48e-24d7-40fc-9097-82e350a363eb/width=525/542ce48e-24d7-40fc-9097-82e350a363eb.jpeg" />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."

Town Car Limousine

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