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README.md
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pipeline_tag: image-to-image
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library_name: transformers
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---
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# **Kontext-Bottom-Up-View**
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The Kontext-Bottom-Up-View is an experimental adapter for black-forest-lab's FLUX.1-Kontext-dev, designed to transform scenes into a bottom-up perspective, preserving accurate depth, scale, and lighting direction to enhance overall realism. The model ensures that background elements such as sky or ground surfaces adjust naturally to the new viewing angle, maintaining coherent geometry, texture consistency, and visual balance. It was trained on 800 image pairs (400 start images and 400 end images) to achieve precise, geometry-consistent bottom-up scene generation.
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---
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## Parameter Settings
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| Setting | Value |
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pipeline_tag: image-to-image
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library_name: transformers
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---
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# **Kontext-Bottom-Up-View**
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The Kontext-Bottom-Up-View is an experimental adapter for black-forest-lab's FLUX.1-Kontext-dev, designed to transform scenes into a bottom-up perspective, preserving accurate depth, scale, and lighting direction to enhance overall realism. The model ensures that background elements such as sky or ground surfaces adjust naturally to the new viewing angle, maintaining coherent geometry, texture consistency, and visual balance. It was trained on 800 image pairs (400 start images and 400 end images) to achieve precise, geometry-consistent bottom-up scene generation.
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---
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## **Sample Inferences : Demo**
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<table style="width:100%; border-collapse:collapse;">
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<tr>
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<td style="width:50%; text-align:center;">
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<img src="https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/6ATbsEM9-SOAVv_XSSYbn.jpeg"
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alt="Kontext-Unblur-Upscale" style="width:100%; height:auto;"/>
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</td>
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<td style="width:50%; text-align:center;">
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<img src="https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/x1uSOHlmE52NAPQVoz6eJ.webp"
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alt="Kontext-Bottom-Up-View" style="width:100%; height:auto;"/>
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</td>
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</tr>
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</table>
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<table style="width:100%; border-collapse:collapse;">
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<tr>
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<td style="width:50%; text-align:center;">
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<img src="https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/NNThBKAv1A_O2h-nVN879.jpeg"
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alt="Kontext-Unblur-Upscale" style="width:100%; height:auto;"/>
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</td>
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<td style="width:50%; text-align:center;">
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<img src="https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/HMCigaAXRTzZ3lo1TFb7l.webp"
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alt="Kontext-Bottom-Up-View" style="width:100%; height:auto;"/>
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</td>
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</tr>
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</table>
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---
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## Parameter Settings
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| Setting | Value |
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