This Lora was created with FluxGym, default options, rank 4My collection <a target="_blank" rel="ugc" href="https://civarchive.com/user/cbrescia/models?sort=Newest&amp;section=published">https://civarchive.com/user/cbrescia/models?sort=Newest&amp;section=published</a><hr /><h2 id="about-this-lora-artistic-and-ethical-statement-203xij4qq">About This LoRA – Artistic &amp; Ethical Statement</h2>This is not deception… this is art... digital art .This LoRA was trained with the goal of capturing and reinterpreting the visual, expressive, and emotional essence of public figures admired for their presence in film, television, or visual media. The model does not aim to replicate any specific image exactly, but rather explores learned facial patterns, styles, and emotions to generate new, idealized, and unique representations.<h3 id="about-the-dataset-bbbimyrdf">📸 About the Dataset</h3>The training set consists exclusively of publicly available, official, and professional images such as:<ul><li>Promotional stills</li><li>Event photographs (red carpets, premieres)</li><li>Cinematic portraits</li><li>Other publicly accessible material</li></ul>These images were carefully selected based on visual quality, facial expressiveness, and aesthetic coherence. Their use falls within what many consider acceptable under "fair use" principles — specifically for non-commercial, educational, and creative purposes .No private, sensitive, or unauthorized content is distributed or used. The process always respects the public identity of individuals, without attempting to confuse reality with artistic interpretation.<h3 id="technical-vision:-transformation-not-reproduction-fjd586zn6">🧮 Technical Vision: Transformation, Not Reproduction</h3>From a mathematical and functional perspective, a LoRA does not memorize or reproduce specific images. Instead, it works more like a nonlinear regression : it learns general patterns across the data and generates new representations based on those trends.In other words: it doesn't pass through real images like an interpolation (e.g., a Lagrange polynomial) , but interprets visual tendencies and creates from them. Therefore, outputs are not copies — they are transformations guided by style, lighting, and expression .<h3 id="artistic-vision-7hf2juxsn">🎭 Artistic Vision</h3>Artificial intelligence is not a mirror reflecting reality; it's a tool that, when guided by intention, can reveal hidden beauty. I act as the creator, director, and artist: I define the dataset, choose the parameters, design the prompts, and shape a unique style.As makeup artists say: “we discover beauty where it’s not seen.” I simply use matrices, tensors, and synthetic light instead of brushes and pigments.<h3 id="responsible-use-dcrcjlqwn">⚖️ Responsible Use</h3>This model is intended solely for:<ul><li>Artistic exploration</li><li>Educational projects</li><li>Responsible digital creation</li></ul>It must not be used to generate illegal, false, offensive, or harmful content. I firmly support ethical, transparent, and respectful use of generative AI.

Katheryn Winnick

I know Katheryn Winnick only from the series Vikings, I can say (to my high standards) that this Lora makes good close-up approaches of KW, but a distant face is just "someone of the style of KW"

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