Update README.md

README.md

@@ -11,4 +11,48 @@ tags:
 - Bbox
 - art
 - Object-Remover
----
+---
+
+# **FLUX.2-Klein-Object-Remover-Bbox**
+
+> **FLUX.2-Klein-Object-Remover-Bbox** is an adapter LoRA developed for **black-forest-labs/FLUX.2-klein-base-9B**, designed to precisely remove unwanted objects from images using bounding box guidance. The model intelligently reconstructs the selected region with context-aware filling while preserving surrounding textures, lighting, shadows, and perspective. It delivers clean object removal without visible artifacts, edge distortion, or style mismatch, ensuring natural and seamless edits while retaining the original image quality.
+
+## **Quick Start with Diffusers**
+
+```bash
+pip install -U diffusers transformers accelerate
+```
+
+```python
+import torch
+from diffusers import DiffusionPipeline
+from diffusers.utils import load_image
+
+# Switch to "mps" for Apple devices
+pipe = DiffusionPipeline.from_pretrained(
+    "black-forest-labs/FLUX.2-klein-base-9B",
+    torch_dtype=torch.bfloat16
+).to("cuda")
+
+pipe.load_lora_weights("prithivMLmods/FLUX.2-Klein-Object-Remover-Bbox")
+
+prompt = "Remove the red highlighted object from the scene."
+
+input_image = load_image(
+    "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/diffusers/cat.png"
+)
+
+image = pipe(image=input_image, prompt=prompt).images[0]
+```
+
+## **Trigger Prompt**
+
+```
+Remove the red highlighted object from the scene.
+```
+
+## **Download Model**
+
+You can download the model files from the **Files & versions** tab:
+
+[Download](https://huggingface.co/prithivMLmods/FLUX.2-Klein-Object-Remover-Bbox/tree/main)