Upload 2 files
Browse files- app.py +122 -0
- requirements.txt +5 -0
app.py
ADDED
|
@@ -0,0 +1,122 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import pandas as pd
|
| 2 |
+
import PIL
|
| 3 |
+
from PIL import Image
|
| 4 |
+
from PIL import ImageDraw
|
| 5 |
+
import gradio as gr
|
| 6 |
+
import torch
|
| 7 |
+
import easyocr
|
| 8 |
+
|
| 9 |
+
|
| 10 |
+
def draw_boxes(image, bounds, color='yellow', width=2):
|
| 11 |
+
draw = ImageDraw.Draw(image)
|
| 12 |
+
for bound in bounds:
|
| 13 |
+
p0, p1, p2, p3 = bound[0]
|
| 14 |
+
draw.line([*p0, *p1, *p2, *p3, *p0], fill=color, width=width)
|
| 15 |
+
return image
|
| 16 |
+
|
| 17 |
+
def inference(img, lang):
|
| 18 |
+
reader = easyocr.Reader(lang)
|
| 19 |
+
bounds = reader.readtext(img.name)
|
| 20 |
+
im = PIL.Image.open(img.name)
|
| 21 |
+
draw_boxes(im, bounds)
|
| 22 |
+
im.save('result.jpg')
|
| 23 |
+
return ['result.jpg', pd.DataFrame(bounds).iloc[: , 1:]]
|
| 24 |
+
|
| 25 |
+
title = 'EasyOCR'
|
| 26 |
+
css = ".output_image, .input_image {height: 40rem !important; width: 100% !important;}"
|
| 27 |
+
choices = [
|
| 28 |
+
"abq",
|
| 29 |
+
"ady",
|
| 30 |
+
"af",
|
| 31 |
+
"ang",
|
| 32 |
+
"ar",
|
| 33 |
+
"as",
|
| 34 |
+
"ava",
|
| 35 |
+
"az",
|
| 36 |
+
"be",
|
| 37 |
+
"bg",
|
| 38 |
+
"bh",
|
| 39 |
+
"bho",
|
| 40 |
+
"bn",
|
| 41 |
+
"bs",
|
| 42 |
+
"ch_sim",
|
| 43 |
+
"ch_tra",
|
| 44 |
+
"che",
|
| 45 |
+
"cs",
|
| 46 |
+
"cy",
|
| 47 |
+
"da",
|
| 48 |
+
"dar",
|
| 49 |
+
"de",
|
| 50 |
+
"en",
|
| 51 |
+
"es",
|
| 52 |
+
"et",
|
| 53 |
+
"fa",
|
| 54 |
+
"fr",
|
| 55 |
+
"ga",
|
| 56 |
+
"gom",
|
| 57 |
+
"hi",
|
| 58 |
+
"hr",
|
| 59 |
+
"hu",
|
| 60 |
+
"id",
|
| 61 |
+
"inh",
|
| 62 |
+
"is",
|
| 63 |
+
"it",
|
| 64 |
+
"ja",
|
| 65 |
+
"kbd",
|
| 66 |
+
"kn",
|
| 67 |
+
"ko",
|
| 68 |
+
"ku",
|
| 69 |
+
"la",
|
| 70 |
+
"lbe",
|
| 71 |
+
"lez",
|
| 72 |
+
"lt",
|
| 73 |
+
"lv",
|
| 74 |
+
"mah",
|
| 75 |
+
"mai",
|
| 76 |
+
"mi",
|
| 77 |
+
"mn",
|
| 78 |
+
"mr",
|
| 79 |
+
"ms",
|
| 80 |
+
"mt",
|
| 81 |
+
"ne",
|
| 82 |
+
"new",
|
| 83 |
+
"nl",
|
| 84 |
+
"no",
|
| 85 |
+
"oc",
|
| 86 |
+
"pi",
|
| 87 |
+
"pl",
|
| 88 |
+
"pt",
|
| 89 |
+
"ro",
|
| 90 |
+
"ru",
|
| 91 |
+
"rs_cyrillic",
|
| 92 |
+
"rs_latin",
|
| 93 |
+
"sck",
|
| 94 |
+
"sk",
|
| 95 |
+
"sl",
|
| 96 |
+
"sq",
|
| 97 |
+
"sv",
|
| 98 |
+
"sw",
|
| 99 |
+
"ta",
|
| 100 |
+
"tab",
|
| 101 |
+
"te",
|
| 102 |
+
"th",
|
| 103 |
+
"tjk",
|
| 104 |
+
"tl",
|
| 105 |
+
"tr",
|
| 106 |
+
"ug",
|
| 107 |
+
"uk",
|
| 108 |
+
"ur",
|
| 109 |
+
"uz",
|
| 110 |
+
"vi"
|
| 111 |
+
]
|
| 112 |
+
gr.Interface(
|
| 113 |
+
inference,
|
| 114 |
+
[gr.inputs.Image(type='file', label='Input'),gr.inputs.CheckboxGroup(choices, type="value", default=['en'], label='language')],
|
| 115 |
+
[gr.outputs.Image(type='file', label='Output'), gr.outputs.Dataframe(headers=['text', 'confidence'])],
|
| 116 |
+
title=title,
|
| 117 |
+
description=description,
|
| 118 |
+
article=article,
|
| 119 |
+
examples=examples,
|
| 120 |
+
css=css,
|
| 121 |
+
enable_queue=True
|
| 122 |
+
).launch(debug=True)
|
requirements.txt
ADDED
|
@@ -0,0 +1,5 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
opencv-python-headless<4.3
|
| 2 |
+
Pillow
|
| 3 |
+
gradio
|
| 4 |
+
torch
|
| 5 |
+
easyocr
|