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python bindings for Line Segment Detection algorithm (LSD and EDLines)

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pylsd2

1. Introduction

pylsd2 is the python bindings for Line Segment Detection algorithm, including LSD and EDLines.

  • LSD part is forked from pylsd, and upgrade lsd from 1.5 to 1.6, thanks primetang
  • EDLines part is forked from line_detector, thanks frotms

Windows and linux is supported currently, merge request for mac is welcome

2. Install

directly through pip to install it:

[sudo] pip install pylsd2

3. Usage

  • by using cv2 module
import cv2
from pylsd2 import LineSegmentDetection, LineSegmentDetectionED
fullName, out_path = 'car.jpg', 'car_lsd.jpg'
src = cv2.imread(fullName, cv2.IMREAD_COLOR)
gray = cv2.cvtColor(src, cv2.COLOR_BGR2GRAY)
# input single channel image
lines = LineSegmentDetection(gray)  # [(x1, y1, x2, y2, width, p, log_nfa), ...]
# lines = LineSegmentDetectionED(gray)  # [(x1, y1, x2, y2), ...]
for l in lines:
    pt1, pt2 = tuple(l[:2]), tuple(l[2:4])
    cv2.line(src, pt1, pt2, (0, 0, 255), 1)
cv2.imwrite(out_path, src)
  • by using PIL(Image) module
from PIL import Image, ImageDraw
import numpy as np
from pylsd2 import LineSegmentDetection, LineSegmentDetectionED
fullName, out_path = 'car.jpg', 'car_edlines.jpg'
img = Image.open(fullName)
gray = np.asarray(img.convert('L'))
# input single channel image
# lines = LineSegmentDetection(gray)
lines = LineSegmentDetectionED(gray)
draw = ImageDraw.Draw(img)
for l in lines:
    pt1, pt2 = l[:2], l[2:4]
    draw.line((pt1, pt2), fill=(0, 0, 255), width=1)
img.save(out_path)

more examples:

The following is the result:

  • car.jpg Original

  • with lsd algorithm

  • with EDLines algorithm

  • house.png Original

  • with lsd algorithm

  • with EDLines algorithm

  • chairs.jpg Original

  • with lsd algorithm

  • with EDLines algorithm

4. Compile Library from cpp

** Windows **

cd source && mkdir build && cd build
cmake ..

open the LSD.sln with Visual Studio, and Build The "ALL_BUILD" Project
** Linux **

cd source && mkdir build_so && cd build_so
cmake ..
cmake --build .

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python bindings for Line Segment Detection algorithm (LSD and EDLines)

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