Spaces:
Sleeping
Sleeping
Create app.py
Browse files
app.py
ADDED
|
@@ -0,0 +1,56 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import gradio as gr
|
| 2 |
+
import cv2
|
| 3 |
+
import numpy as np
|
| 4 |
+
from PIL import Image, ImageOps
|
| 5 |
+
|
| 6 |
+
def extract_components(image, component):
|
| 7 |
+
image = np.array(image)
|
| 8 |
+
|
| 9 |
+
if component == "Red Channel":
|
| 10 |
+
red_channel = image.copy()
|
| 11 |
+
red_channel[:, :, 1] = 0 # Zero out the green channel
|
| 12 |
+
red_channel[:, :, 2] = 0 # Zero out the blue channel
|
| 13 |
+
return Image.fromarray(red_channel)
|
| 14 |
+
|
| 15 |
+
elif component == "Green Channel":
|
| 16 |
+
green_channel = image.copy()
|
| 17 |
+
green_channel[:, :, 0] = 0 # Zero out the red channel
|
| 18 |
+
green_channel[:, :, 2] = 0 # Zero out the blue channel
|
| 19 |
+
return Image.fromarray(green_channel)
|
| 20 |
+
|
| 21 |
+
elif component == "Blue Channel":
|
| 22 |
+
blue_channel = image.copy()
|
| 23 |
+
blue_channel[:, :, 0] = 0 # Zero out the red channel
|
| 24 |
+
blue_channel[:, :, 1] = 0 # Zero out the green channel
|
| 25 |
+
return Image.fromarray(blue_channel)
|
| 26 |
+
|
| 27 |
+
elif component == "Grayscale":
|
| 28 |
+
grayscale = cv2.cvtColor(image, cv2.COLOR_RGB2GRAY)
|
| 29 |
+
return Image.fromarray(grayscale)
|
| 30 |
+
|
| 31 |
+
elif component == "Edges":
|
| 32 |
+
grayscale = cv2.cvtColor(image, cv2.COLOR_RGB2GRAY)
|
| 33 |
+
edges = cv2.Canny(grayscale, 100, 200)
|
| 34 |
+
return Image.fromarray(edges)
|
| 35 |
+
|
| 36 |
+
elif component == "Original":
|
| 37 |
+
return Image.fromarray(image)
|
| 38 |
+
|
| 39 |
+
else:
|
| 40 |
+
return Image.fromarray(image)
|
| 41 |
+
|
| 42 |
+
# Define the Gradio interface
|
| 43 |
+
iface = gr.Interface(
|
| 44 |
+
fn=extract_components,
|
| 45 |
+
inputs=[
|
| 46 |
+
gr.Image(label="Input Image"),
|
| 47 |
+
gr.Radio(["Red Channel", "Green Channel", "Blue Channel", "Grayscale", "Edges", "Original"], label="Select Component")
|
| 48 |
+
],
|
| 49 |
+
outputs=gr.Image(label="Output Image"),
|
| 50 |
+
title="Image to Components",
|
| 51 |
+
description="Extract different components from an image (e.g., RGB channels, grayscale, edges)",
|
| 52 |
+
theme=Nymbo/Nymbo_theme_5
|
| 53 |
+
)
|
| 54 |
+
|
| 55 |
+
# Launch the app
|
| 56 |
+
iface.launch()
|