Upload folder using huggingface_hub

.gitattributes

@@ -33,3 +33,11 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+examples/example1_input.jpg filter=lfs diff=lfs merge=lfs -text
+examples/example1_output.jpg filter=lfs diff=lfs merge=lfs -text
+examples/example2_input.jpg filter=lfs diff=lfs merge=lfs -text
+examples/example3_input.jpg filter=lfs diff=lfs merge=lfs -text
+examples/example4_input.jpg filter=lfs diff=lfs merge=lfs -text
+images/banner.jpg filter=lfs diff=lfs merge=lfs -text
+images/example_input.jpg filter=lfs diff=lfs merge=lfs -text
+images/example_output.jpg filter=lfs diff=lfs merge=lfs -text

README.md

@@ -1,3 +1,222 @@
----
-license: apache-2.0
----
+---
+license: apache-2.0
+language:
+- en
+tags:
+- flux
+- flux-2-klein
+- flux-lora
+- lora
+- background-removal
+- subject-isolation
+- image-editing
+- image-to-image
+- fal-ai
+- template:diffusion-lora
+pipeline_tag: image-to-image
+widget:
+- text: Remove the background from the image
+  output:
+    url: examples/example1_output.jpg
+- src: examples/example1_input.jpg
+  prompt: Remove the background from the image
+  output:
+    url: examples/example1_output.jpg
+- text: Remove the background from the image
+  output:
+    url: examples/example2_output.jpg
+- src: examples/example2_input.jpg
+  prompt: Remove the background from the image
+  output:
+    url: examples/example2_output.jpg
+- text: Remove the background from the image
+  output:
+    url: examples/example3_output.jpg
+- src: examples/example3_input.jpg
+  prompt: Remove the background from the image
+  output:
+    url: examples/example3_output.jpg
+- text: Remove the background from the image
+  output:
+    url: examples/example4_output.jpg
+- src: examples/example4_input.jpg
+  prompt: Remove the background from the image
+  output:
+    url: examples/example4_output.jpg
+base_model: black-forest-labs/FLUX.2-klein-4B
+instance_prompt: Remove the background from the image
+---
+
+<Gallery />
+
+<div align="center">
+
+# ✂️ Flux Background Remove LoRA
+
+### Remove backgrounds and isolate subjects with AI
+
+[![Try on fal.ai](https://img.shields.io/badge/🚀_Try_it_Live-fal.ai-FF6B35?style=for-the-badge)](https://fal.ai/models/fal-ai/flux-2/klein/4b/base/edit/lora)
+[![License](https://img.shields.io/badge/License-Apache_2.0-green?style=for-the-badge)](https://opensource.org/licenses/Apache-2.0)
+
+<img src="images/banner.jpg" alt="Background Remove LoRA Banner" width="100%">
+
+</div>
+
+---
+
+## 🎯 What does this model do?
+
+This LoRA removes the **background** from images and isolates the main subject. Simply provide an image, and the model will extract the subject with a clean background removal.
+
+```
+┌─────────────────────────────────────┐
+│  ░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░  │
+│  ░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░  │  Background
+│  ░░░░░░░░░ [Subject] ░░░░░░░░░░░░░  │  gets removed
+│  ░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░  │  cleanly
+│  ░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░  │
+└─────────────────────────────────────┘
+```
+
+Perfect for **product photography**, **subject isolation**, and **creative compositions**.
+
+---
+
+## 🖼️ Examples
+
+<table>
+<tr>
+<th>Input</th>
+<th>Output (background removed)</th>
+</tr>
+<tr>
+<td><img src="examples/example1_input.jpg" width="300"></td>
+<td><img src="examples/example1_output.jpg" width="300"></td>
+</tr>
+<tr>
+<td><img src="examples/example2_input.jpg" width="300"></td>
+<td><img src="examples/example2_output.jpg" width="300"></td>
+</tr>
+<tr>
+<td><img src="examples/example3_input.jpg" width="300"></td>
+<td><img src="examples/example3_output.jpg" width="300"></td>
+</tr>
+<tr>
+<td><img src="examples/example4_input.jpg" width="300"></td>
+<td><img src="examples/example4_output.jpg" width="300"></td>
+</tr>
+</table>
+
+---
+
+## 🚀 Quick Start
+
+### Prompt
+
+```
+Remove the background from the image
+```
+
+---
+
+## 💻 Usage
+
+### Try it Live on fal.ai
+
+▶️ **[Open Playground](https://fal.ai/models/fal-ai/flux-2/klein/4b/base/edit/lora)**
+
+### With fal.ai SDK
+
+```python
+import fal_client
+
+def on_queue_update(update):
+    if isinstance(update, fal_client.InProgress):
+        for log in update.logs:
+           print(log["message"])
+
+result = fal_client.subscribe(
+    "fal-ai/flux-2/klein/4b/base/edit/lora",
+    arguments={
+        "prompt": "Remove the background from the image",
+        "model_name": None,
+        "loras": [{
+            "path": "https://huggingface.co/ilkerzgi/flux-background-remove-lora/resolve/main/flux-background-remove-lora.safetensors",
+            "scale": 1.1
+        }],
+        "embeddings": [],
+        "image_urls": ["https://your-image.png"]
+    },
+    with_logs=True,
+    on_queue_update=on_queue_update,
+)
+print(result)
+```
+
+---
+
+## 📦 Model Files
+
+| File | Use Case |
+|------|----------|
+| `flux-background-remove-lora.safetensors` | fal.ai |
+
+---
+
+## 🎓 Training Details
+
+<details>
+<summary>Click to expand</summary>
+
+### Dataset
+- **Size**: 100 image pairs
+- **Content**: Diverse subjects with background removal including:
+  - **People**: portraits, full body shots
+  - **Products**: electronics, furniture, accessories
+  - **Animals**: pets, wildlife
+  - **Objects**: vehicles, art pieces, everyday items
+- **Output**: Clean subject isolation
+- **Aspect ratios**: Various (1:1, 16:9, 9:16, 4:3, 3:4, etc.)
+
+### Training
+- **Base Model**: FLUX.2-Klein 4B
+- **Platform**: [fal.ai](https://fal.ai)
+- **Method**: LoRA training
+- **Steps**: 4000
+- **Learning Rate**: 0.00005
+
+</details>
+
+---
+
+## 🎮 Use Cases
+
+- **Product Photography**: Isolate products for e-commerce listings
+- **Portrait Editing**: Remove backgrounds from portraits
+- **Creative Compositing**: Extract subjects for new compositions
+- **Marketing Materials**: Create clean cutouts for designs
+
+---
+
+## ⚠️ Limitations
+
+- Works best with clear subject-background separation
+- Complex subjects with fine details (hair, fur) may have artifacts at edges
+- Semi-transparent objects may not be perfectly isolated
+
+---
+
+## 📄 License
+
+[Apache 2.0](https://opensource.org/licenses/Apache-2.0)
+
+---
+
+<div align="center">
+
+### Created by [@ilkerzgi](https://huggingface.co/ilkerzgi) • Trained with [fal.ai](https://fal.ai)
+
+
+[![Try on fal.ai](https://img.shields.io/badge/🚀_Try_it_Live-fal.ai-FF6B35?style=for-the-badge)](https://fal.ai/models/fal-ai/flux-2/klein/4b/base/edit/lora)
+
+</div>

flux-background-remove-lora.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:79d8cd4a5ea67c196b173aeb7c751bcfffc79823993b2a033107d4a8db68bcea
+size 76039072