Script to overplot extracted text on modified imageΒΆ
#!/usr/bin/env python
# Overplot transcription results on the original image.
import argparse
import pickle
from PIL import Image
import matplotlib
from matplotlib.backends.backend_agg import \
FigureCanvasAgg as FigureCanvas
from matplotlib.figure import Figure
import matplotlib.patches
import numpy
parser = argparse.ArgumentParser()
parser.add_argument("--source", help="Image file name",
type=str,default='modified.jpg')
parser.add_argument("--pickel", help="Pickled Textract results file name",
type=str,default='detection.pkl')
parser.add_argument("--opfile", help="Output file name",
default="oplot.png",
type=str,required=False)
args = parser.parse_args()
# We're going to need the original image
im = Image.open(args.source)
fig=Figure(figsize=((1*im.size[0]/100)*1.04,
(1*im.size[1]/100)*1.04),
dpi=100,
facecolor=(0.88,0.88,0.88,1),
edgecolor=None,
linewidth=0.0,
frameon=False,
subplotpars=None,
tight_layout=None)
ax_original=fig.add_axes([0.02,0.02,0.96,0.96],label='original')
ax_result=fig.add_axes([0.02,0.02,0.96,0.96],label='result')
# Matplotlib magic
canvas=FigureCanvas(fig)
# Turn off the axis tics
ax_original.set_axis_off()
ax_result.set_axis_off()
# Show the original image
ax_original.imshow(im)
# Load the JSON from Textract for this image
textract=pickle.load( open( args.pickel, "rb" ) )
# Convert block polygon dictionary to numpy array for matplotlib
def d2p(dct):
result=numpy.zeros((len(dct),2))
for idx in range(len(dct)):
result[idx,0]=dct[idx]['X']
result[idx,1]=1.0-dct[idx]['Y']
return result
# Get bounding box centroid for text
def b2t(dct):
result=[0,0]
result[0]=dct['Left']+dct['Width']/2
result[1]=1.0-dct['Top']-dct['Height']/2
return result
# Draw all the blocks
zorder=0
for block in textract['Blocks']:
if 'Text' in block and block['BlockType']=='WORD':
# Polygon
pp=matplotlib.patches.Polygon(d2p(block['Geometry']['Polygon']),
closed=True,
edgecolor=(0.5,0.5,1,1),
facecolor=(0.5,0.5,1,0.2),
fill=True,
linewidth=0.2,
alpha=0.8,
zorder=10)
ax_result.add_patch(pp)
# Text
txt_centroid=b2t(block['Geometry']['BoundingBox'])
angle=0
if (block['Geometry']['BoundingBox']['Height'] >
block['Geometry']['BoundingBox']['Width']*2):
angle=90
ax_result.text(txt_centroid[0],txt_centroid[1],
block['Text'],
fontsize=18,
verticalalignment='center',
horizontalalignment='center',
rotation=angle,
zorder=zorder+10)
zorder=zorder+10
# Draw the image
fig.savefig(args.opfile)