| --- |
| tags: |
| - text-to-image |
| - lora |
| - diffusers |
| - template:diffusion-lora |
| widget: |
| - output: |
| url: images/320d5bafdc1870a9507e783771ff2e21.jpg |
| text: '-' |
| - output: |
| url: images/558e0d116055b391ec785a67fb6d3106.jpg |
| text: '-' |
| - output: |
| url: images/603bff8a81effc0cddc78b3eb9161b64.jpg |
| text: '-' |
| - output: |
| url: images/852ca4f68102c6ae103b277165a7f30d.jpg |
| text: '-' |
| - output: |
| url: images/3139f837f72fd1570e02cb3ce5de18b7.jpg |
| text: '-' |
| - output: |
| url: images/04851cd4b6337fa0490d0fb58afb40b8.jpg |
| text: '-' |
| - output: |
| url: images/58551d39d23b41476e5701717f003d3e.jpg |
| text: '-' |
| - output: |
| url: images/73925b8cf92a3e27652cccf74847797d.jpg |
| text: '-' |
| - output: |
| url: images/87910dd58daf1fe7fd77d66af57bce6a.jpg |
| text: '-' |
| - output: |
| url: images/12229486e92ec320a6741670948ea848.jpg |
| text: '-' |
| - output: |
| url: images/a1469ebca60c2796090d336ffaceb747.jpg |
| text: '-' |
| - output: |
| url: images/ce06a16dceb35a8c762e27639d599806.jpg |
| text: '-' |
| base_model: F16/z-image-turbo-sda |
| instance_prompt: realform |
| license: creativeml-openrail-m |
| --- |
| # RealForm_Atlas |
| |
| <Gallery /> |
| |
| ## Model description |
| |
| RealForm Atlas is a neutral, realistic and highly stable LoRA designed for consistent performance across multiple categories: portraits, animals, interiors, landscapes, fashion, objects and atmospheric scenes. It is trained on a balanced, bias‑controlled dataset to ensure clean outputs, strong coherence and predictable behavior in every context. |
| |
| ⚠️ Compatibility This LoRA is optimized exclusively for Z‑Image Turbo. Not compatible with Z‑Image Base due to pipeline differences and bias handling. |
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| Technical Characteristics |
| Neutral, modular behavior — does not impose style; follows the prompt with high fidelity. |
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| High coherence — no drift, no artifacts, no unwanted stylization. |
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| Advanced light handling:natural light (dawn, afternoon, filtered light)artificial warm/cold/mixed lightingatmospheric conditions (rain, haze, bokeh) |
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| Material accuracy:natural skindetailed animal fursilk, leather, wood, metal, stonewet sand, water, autumn foliage |
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| Depth and atmosphere:soft hazerealistic depthconsistent backgrounds |
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| Versatility across subjects:human portraitswildlife and petsmodern interiorsautumn forests, beaches, rain scenesfashion and elegant environments |
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| Training Dataset |
| Balanced dataset across 8 controlled categories: |
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| portraits |
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| half‑body subjects |
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| animals |
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| objects |
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| interior environments |
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| landscapes |
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| clothing |
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| lighting variations |
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| Neutral palette → avoids unwanted color dominance. Controlled distribution → ensures stability and predictable results. |
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| Recommended LoRA Weight |
| 1.0 → full strength, maximum consistency |
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| 0.8 → softer integration, more prompt‑driven |
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| Do not go below 0.8 — quality and stability decrease noticeably |
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| Usage Guidelines |
| Use clear, direct prompts. |
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| Always specify lighting (the LoRA responds extremely well to light control). |
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| For portraits: include skin details, light direction, mood. |
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| For animals: specify expression and posture. |
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| For interiors: specify materials and lighting type. |
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| For landscapes: specify season, atmosphere, depth. |
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| Limitations |
| Not compatible with Z‑Image Base. |
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| Not intended for cartoon/anime styles. |
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| Requires precise prompting for best results. |
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| Does not impose artistic style by itself. |
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| Ideal For |
| professional creators |
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| realistic showcases |
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| photography‑style outputs |
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| atmospheric scenes |
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| interior design |
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| wildlife and nature |
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| fashion and premium portraits |
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| ## Trigger words |
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| You should use `realform` to trigger the image generation. |
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| ## Download model |
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| [Download](/jarod2212/RealForm_Atlas/tree/main) them in the Files & versions tab. |
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