Update README.md

README.md

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-# Metallic Objects Kontext Dev LoRA - Inpainting
+# Kontext Dev LoRA - Inpainting
 <Gallery />
-This is a LoRA (Low-Rank Adaptation) model that has been trained for inpainting tasks to transform masked areas into metallic objects with a black background and 3D perspective.
+This is a LoRA (Low-Rank Adaptation) model that has been trained for inpainting tasks 
 
 ## Table of Contents
 - [Model Details](#model-details)
@@ -37,8 +37,7 @@ This is a LoRA (Low-Rank Adaptation) model that has been trained for inpainting
 - [Usage Tips](#usage-tips)
 
 ## Model Details
-**Model Description:** This model is a LoRA fine-tune of `black-forest-labs/FLUX.1-Kontext-dev` specifically designed for inpainting workflows. It's designed to be used in an inpainting pipeline to place metallic objects in masked regions. When prompted with "place it", it generates 3D-looking metallic objects on a dark background within the specified masked area.
-
+**Model Description:** This model is a LoRA fine-tune of `black-forest-labs/FLUX.1-Kontext-dev` specifically designed for inpainting workflows. 
 * **Trained by:** [ilkerzgi](https://huggingface.co/ilkerzgi)
 * **Model Type:** LoRA for Inpainting
 * **Language(s):** English
@@ -50,16 +49,13 @@ This is a LoRA (Low-Rank Adaptation) model that has been trained for inpainting
 
 ## Uses
 #### Direct Use
-This model is intended to be used for artistic inpainting tasks. You can use it to place metallic objects in masked regions of your images. The model works best when using the trigger phrase: "**place it**".
+This model is intended to be used for inpainting tasks.The model works best when using the trigger phrase: "**place it**".
 
 #### Recommended Settings
 - **LoRA Scale:** 1.0 or 0.9 for optimal results
 - **Image Format:** Square format images work best
 - **Mask Area:** Clear, well-defined masked regions
 
-## Training
-#### Training Data
-The model was trained on a custom dataset of paired images (input with masks and corresponding outputs) featuring various metallic objects to learn the inpainting transformation for the "metallic object placement" style.
 
 #### Training Procedure
 Training was performed using the [FLUX Kontext Trainer on fal.ai](https://fal.ai/models/fal-ai/flux-kontext-trainer/playground).