<h1 id="id-geo-(generic-enhancement-operator)">ID-GEO (Generic Enhancement Operator)</h1><p>Experimental Ideogram 4 research LoRA targeting the unconditional branch.</p><p>Developed to explore guidance-prior modification and its influence on generated images.</p><p>Designed primarily for img2img workflows, but compatible with txt2img as well.</p><p><strong>Recommended starting strength:</strong> 0.5–0.7<br /><strong>Observed sweet spot:</strong> ~0.8</p><p><img src="https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/577530f4-b98c-4cd8-bde6-6e57c094a851/original=true/577530f4-b98c-4cd8-bde6-6e57c094a851.jpeg" /></p><h2 id="examples"><span style="color:rgb(76, 110, 245)"><strong>Examples</strong></span></h2><h3 id="1.-photorealistic-action-portrait">1. Photorealistic Action Portrait</h3><p>Human, animal, and motion-detail preservation across increasing GEO strengths.</p><p><img src="https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/51536cf2-381c-4fe5-9ac5-e6cb053199db/original=true/51536cf2-381c-4fe5-9ac5-e6cb053199db.jpeg" /></p><h3 id="2.-sci-fi-environment">2. Sci-Fi Environment</h3><p>Comparison of material rendering, lighting behavior, and structural consistency.</p><p><img src="https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/c90f2273-dff1-4035-84ce-20613b6ae4b8/original=true/c90f2273-dff1-4035-84ce-20613b6ae4b8.jpeg" /></p><h3 id="3.-close-up-portrait">3. Close-Up Portrait</h3><p>Evaluation of skin texture, hair separation, and facial identity stability.</p><p><img src="https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/addb8906-2e61-4a68-86d3-5cd96745a96c/original=true/addb8906-2e61-4a68-86d3-5cd96745a96c.jpeg" /></p><h3 id="4.-typography">4. Typography</h3><p>BBox-controlled typography comparison focusing on glyph integrity, spacing, and embossed detail.</p><p><img src="https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/2009679f-355a-4282-b268-0677fca95a92/original=true/2009679f-355a-4282-b268-0677fca95a92.jpeg" /></p><h3 id="5.-anime-character">5. Anime Character</h3><p>Anime-style comparison evaluating linework, cel-shading stability, and background signage.</p><p><img src="https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/2058e73c-a9fa-461a-b6a6-7da5262bedfd/original=true/2058e73c-a9fa-461a-b6a6-7da5262bedfd.jpeg" /></p><h3></h3><h2 id="notes">Notes</h2><ul><li><p>Intended for use on the Ideogram 4 unconditional branch.</p></li><li><p>Experimental research project.</p></li><li><p>Results may vary depending on workflow, guidance settings, denoise strength, and additional LoRAs.</p></li></ul><p></p><p></p>

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