peterkros commited on
Commit
f7fe2f4
·
verified ·
1 Parent(s): a46d23e

Update README.md

Browse files
Files changed (1) hide show
  1. README.md +48 -3
README.md CHANGED
@@ -1,3 +1,48 @@
1
- ---
2
- license: apache-2.0
3
- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ license: apache-2.0
3
+ ---
4
+ # AI Photo Background Removal Model
5
+
6
+ This repository contains an AI model for removing or changing the background of photos. The model processes images and can replace the background with various colors or make it transparent.
7
+
8
+ ## Model Overview
9
+
10
+ The model uses advanced image processing techniques to detect and remove the background from photos. It can handle multiple background options including transparent (PNG), white, black, green, red, and blue.
11
+
12
+ ## Usage
13
+
14
+ ### Loading the Model
15
+
16
+ You can load the model using the `huggingface_hub` library:
17
+
18
+ ```python
19
+ from huggingface_hub import from_pretrained
20
+ import base64
21
+ from PIL import Image
22
+ from io import BytesIO
23
+
24
+ # Load the model
25
+ model = from_pretrained("your_username/background_remover")
26
+
27
+ # Encode your image
28
+ def encode_image(image_path):
29
+ with open(image_path, "rb") as img_file:
30
+ return base64.b64encode(img_file.read()).decode('utf-8')
31
+
32
+ # Decode the image
33
+ def decode_image(image_base64):
34
+ img_data = base64.b64decode(image_base64)
35
+ img = Image.open(BytesIO(img_data))
36
+ return img
37
+
38
+ # Example usage
39
+ input_image_path = "path/to/your/input_image.jpg"
40
+ encoded_image = encode_image(input_image_path)
41
+ background_color = "Transparent (PNG)"
42
+
43
+ # Process the image using the model
44
+ processed_image_base64 = model.process_image(encoded_image, background_color)
45
+
46
+ # Decode and display the processed image
47
+ processed_image = decode_image(processed_image_base64)
48
+ processed_image.show()