ID-GEO (Generic Enhancement Operator)

Experimental Ideogram 4 research LoRA targeting the unconditional branch.

Developed to explore guidance-prior modification and its influence on generated images.

Designed primarily for img2img workflows, but compatible with txt2img as well.

Recommended starting strength: 0.5–0.7
Observed sweet spot: ~0.8

Examples

1. Photorealistic Action Portrait

Human, animal, and motion-detail preservation across increasing GEO strengths.

2. Sci-Fi Environment

Comparison of material rendering, lighting behavior, and structural consistency.

3. Close-Up Portrait

Evaluation of skin texture, hair separation, and facial identity stability.

4. Typography

BBox-controlled typography comparison focusing on glyph integrity, spacing, and embossed detail.

5. Anime Character

Anime-style comparison evaluating linework, cel-shading stability, and background signage.

Notes

• Intended for use on the Ideogram 4 unconditional branch.

• Experimental research project.

• Results may vary depending on workflow, guidance settings, denoise strength, and additional LoRAs.