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- #!/usr/bin/env python
- '''
- Feature homography
- ==================
- Example of using features2d framework for interactive video homography matching.
- ORB features and FLANN matcher are used. The actual tracking is implemented by
- PlaneTracker class in plane_tracker.py
- Inspired by http://www.youtube.com/watch?v=-ZNYoL8rzPY
- video: http://www.youtube.com/watch?v=FirtmYcC0Vc
- Usage
- -----
- feature_homography.py [<video source>]
- Keys:
- SPACE - pause video
- Select a textured planar object to track by drawing a box with a mouse.
- '''
- # Python 2/3 compatibility
- from __future__ import print_function
- import numpy as np
- import cv2 as cv
- # local modules
- import video
- from video import presets
- import common
- from common import getsize, draw_keypoints
- from plane_tracker import PlaneTracker
- class App:
- def __init__(self, src):
- self.cap = video.create_capture(src, presets['book'])
- self.frame = None
- self.paused = False
- self.tracker = PlaneTracker()
- cv.namedWindow('plane')
- self.rect_sel = common.RectSelector('plane', self.on_rect)
- def on_rect(self, rect):
- self.tracker.clear()
- self.tracker.add_target(self.frame, rect)
- def run(self):
- while True:
- playing = not self.paused and not self.rect_sel.dragging
- if playing or self.frame is None:
- ret, frame = self.cap.read()
- if not ret:
- break
- self.frame = frame.copy()
- w, h = getsize(self.frame)
- vis = np.zeros((h, w*2, 3), np.uint8)
- vis[:h,:w] = self.frame
- if len(self.tracker.targets) > 0:
- target = self.tracker.targets[0]
- vis[:,w:] = target.image
- draw_keypoints(vis[:,w:], target.keypoints)
- x0, y0, x1, y1 = target.rect
- cv.rectangle(vis, (x0+w, y0), (x1+w, y1), (0, 255, 0), 2)
- if playing:
- tracked = self.tracker.track(self.frame)
- if len(tracked) > 0:
- tracked = tracked[0]
- cv.polylines(vis, [np.int32(tracked.quad)], True, (255, 255, 255), 2)
- for (x0, y0), (x1, y1) in zip(np.int32(tracked.p0), np.int32(tracked.p1)):
- cv.line(vis, (x0+w, y0), (x1, y1), (0, 255, 0))
- draw_keypoints(vis, self.tracker.frame_points)
- self.rect_sel.draw(vis)
- cv.imshow('plane', vis)
- ch = cv.waitKey(1)
- if ch == ord(' '):
- self.paused = not self.paused
- if ch == 27:
- break
- if __name__ == '__main__':
- print(__doc__)
- import sys
- try:
- video_src = sys.argv[1]
- except:
- video_src = 0
- App(video_src).run()
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