Create app.py
Browse files
app.py
ADDED
@@ -0,0 +1,69 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
import gradio as gr
|
2 |
+
import json
|
3 |
+
|
4 |
+
from ocr_text import main as ocr_main
|
5 |
+
from detect_layout import main as layout_main
|
6 |
+
from reading_order import main as reading_main
|
7 |
+
|
8 |
+
with open("languages.json", "r", encoding='utf-8') as file:
|
9 |
+
language_map = json.load(file)
|
10 |
+
|
11 |
+
def model1(image_path, languages):
|
12 |
+
langs = ""
|
13 |
+
if languages == [] or not languages:
|
14 |
+
langs = "English"
|
15 |
+
else:
|
16 |
+
for lang in languages:
|
17 |
+
langs += f"{lang},"
|
18 |
+
langs = langs[:-1]
|
19 |
+
print(langs)
|
20 |
+
annotated = ocr_main(image_path, langs=langs)
|
21 |
+
return annotated
|
22 |
+
|
23 |
+
def model2(image_path):
|
24 |
+
|
25 |
+
annotated = layout_main(image_path)
|
26 |
+
return annotated
|
27 |
+
|
28 |
+
def model3(image_path):
|
29 |
+
|
30 |
+
annotated = reading_main(image_path)
|
31 |
+
return annotated
|
32 |
+
|
33 |
+
def process_image(image, model_func):
|
34 |
+
if image is None:
|
35 |
+
return None
|
36 |
+
result = model_func(image)
|
37 |
+
return result
|
38 |
+
|
39 |
+
with gr.Blocks() as demo:
|
40 |
+
gr.Markdown("<center><h1>Surya - Image OCR/Layout/Reading Order</h1></center>")
|
41 |
+
|
42 |
+
with gr.Row():
|
43 |
+
with gr.Column():
|
44 |
+
with gr.Row():
|
45 |
+
input_image = gr.Image(type="filepath", label="Input Image", sources="upload")
|
46 |
+
with gr.Row():
|
47 |
+
dropdown = gr.Dropdown(label="Select Languages for OCR", choices=list(language_map.keys()), multiselect=True, value=["English"], interactive=True)
|
48 |
+
with gr.Row():
|
49 |
+
btn1 = gr.Button("OCR", variant="primary")
|
50 |
+
btn2 = gr.Button("Layout", variant="primary")
|
51 |
+
btn3 = gr.Button("Reading Order", variant="primary")
|
52 |
+
with gr.Row():
|
53 |
+
clear = gr.ClearButton()
|
54 |
+
|
55 |
+
with gr.Column():
|
56 |
+
with gr.Tabs():
|
57 |
+
with gr.TabItem("OCR"):
|
58 |
+
output_image1 = gr.Image()
|
59 |
+
with gr.TabItem("Layout"):
|
60 |
+
output_image2 = gr.Image()
|
61 |
+
with gr.TabItem("Reading Order"):
|
62 |
+
output_image3 = gr.Image()
|
63 |
+
|
64 |
+
btn1.click(fn=model1, inputs=[input_image, dropdown], outputs=output_image1)
|
65 |
+
btn2.click(fn=model2, inputs=[input_image], outputs=output_image2)
|
66 |
+
btn3.click(fn=model3, inputs=[input_image], outputs=output_image3)
|
67 |
+
clear.add(components=[input_image, output_image1, output_image2, output_image3])
|
68 |
+
|
69 |
+
demo.launch()
|