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README.md
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tags:
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- lora
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- natural-exposure
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tags:
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- lora
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- natural-exposure
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---
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# Natural-Exposure-Fibo-2.0-dev
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Natural-Exposure-Fibo-2.0-dev is a LoRA adapter for [briaai/Fibo-2.0-dev](https://huggingface.co/briaai/Fibo-2.0-dev), designed to transform images with balanced, natural exposure while preserving natural colors, details, lighting, and overall image consistency.
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> [!NOTE]
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> This is an experimental preview model. Results may vary depending on the input image, lighting conditions, and overall image composition.
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## Model Details
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- **Base Model:** [briaai/Fibo-2.0-dev](https://huggingface.co/briaai/Fibo-2.0-dev)
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- **Adapter:** `Natural-Exposure-Fibo-2.0-dev`
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- **Model Type:** LoRA / Adapter
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- **Model Status:** Preview / Experimental
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- **Created by:** [prithivMLmods](https://huggingface.co/prithivMLmods)
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## Training Specifications
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| Parameter | Configuration |
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| --- | --- |
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| Save Precision | BF16 |
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| Learning Rate | `1e-4` |
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| Optimizer | AdamW |
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| Network Dimension (Rank) | 16 |
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| Total Steps | 4000 |
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| Trigger Prompt | `transform the image with balanced, natural exposure` |
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## Download
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Download the model files from the **Files & versions** tab:
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[Download Natural-Exposure-Fibo-2.0-dev](https://huggingface.co/prithivMLmods/Natural-Exposure-Fibo-2.0-dev/tree/main)
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## Usage
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Load the LoRA adapter with **Fibo-2.0-dev** and provide an input image.
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Use the trigger prompt:
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```text
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transform the image with balanced, natural exposure
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```
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For best results, use images with noticeable exposure variations or uneven lighting.
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## Limitations
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This is an early **preview release** and may produce artifacts or inconsistencies in challenging cases, including:
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- Extremely underexposed or overexposed images
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- Complex lighting conditions
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- High-contrast scenes
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- Strong color casts
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- Fine details and textures
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- Images with unusual exposure or lighting conditions
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Results can vary depending on the input image and its original lighting conditions.
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## License
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Please refer to the license terms of the base model, [briaai/Fibo-2.0-dev](https://huggingface.co/briaai/Fibo-2.0-dev), and ensure compliance with its terms when using or redistributing this adapter.
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## Acknowledgements
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This adapter was created by [prithivMLmods](https://huggingface.co/prithivMLmods) and is built for use with [briaai/Fibo-2.0-dev](https://huggingface.co/briaai/Fibo-2.0-dev).
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