Created
August 10, 2020 13:07
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import pickle | |
import pylab as plt | |
from glob import glob | |
from PIL import Image | |
import matplotlib.patches as patches | |
class Detector(object): | |
def __init__(self, data): | |
self.data = data | |
self.rects = [[] for _ in data] | |
self.objects = [[] for _ in data] | |
self.ind = 0 | |
self.dragging = False | |
def start(self): | |
self.figure = plt.figure(figsize=(5, 5)) | |
self.figure.canvas.mpl_connect("key_press_event", self._key_hook) | |
self.figure.canvas.mpl_connect("button_press_event", self._press_hook) | |
self.figure.canvas.mpl_connect("button_release_event", self._release_hook) | |
self.figure.canvas.mpl_connect("motion_notify_event", self._motion_hook) | |
self.axis = self.figure.add_subplot(1, 1, 1) | |
self.axis.imshow(self.data[self.ind]) | |
plt.show() | |
def _key_hook(self, event): | |
if event.key == "right": | |
self.axis.cla() | |
self.ind = min(self.ind + 1, len(self.data) - 1) | |
for r in self.rects[self.ind]: | |
self.axis.add_patch(r) | |
elif event.key == "left": | |
self.axis.cla() | |
self.ind = max(self.ind - 1, 0) | |
for r in self.rects[self.ind]: | |
self.axis.add_patch(r) | |
elif event.key == "q": | |
with open("objects.pkl", "wb") as f: | |
pickle.dump(self.objects, f) | |
plt.close(self.figure) | |
elif event.key == "c": | |
if len(self.rects[self.ind]) > 0: | |
self.rects[self.ind][-1].remove() | |
del self.rects[self.ind][-1] | |
else: | |
self.ind = min(self.ind + 1, len(self.data) - 1) | |
self.axis.imshow(self.data[self.ind]) | |
plt.pause(0.001) | |
def _press_hook(self, event): | |
if event.inaxes != self.axis: | |
return | |
if event.button == 1: | |
self.start_xy = (event.xdata, event.ydata) | |
r = patches.Rectangle(xy=self.start_xy, | |
width=abs(self.start_xy[0] - event.xdata), | |
height=abs(self.start_xy[1] - event.ydata), | |
fill=False) | |
self.axis.add_patch(r) | |
self.rects[self.ind].append(r) | |
self.dragging = True | |
plt.pause(0.001) | |
def _motion_hook(self, event): | |
if len(self.rects[self.ind]) == 0: | |
return | |
if not self.dragging: | |
return | |
if event.xdata is not None: | |
self.rects[self.ind][-1].set_x(min(self.start_xy[0], event.xdata)) | |
self.rects[self.ind][-1].set_width(abs(self.start_xy[0] - event.xdata)) | |
if event.ydata is not None: | |
self.rects[self.ind][-1].set_y(min(self.start_xy[1], event.ydata)) | |
self.rects[self.ind][-1].set_height(abs(self.start_xy[1] - event.ydata)) | |
plt.pause(0.001) | |
def _release_hook(self, event): | |
x = self.rects[self.ind][-1].get_x() | |
y = self.rects[self.ind][-1].get_y() | |
w = self.rects[self.ind][-1].get_width() | |
h = self.rects[self.ind][-1].get_height() | |
self.objects[self.ind].append([x, y, w, h]) | |
self.dragging = False | |
def main(): | |
data = [Image.open(filename) for filename in sorted(glob("./images/*"))] | |
data = [img.resize((img.size[0] // 16, img.size[1] // 16)) for img in data] | |
detector = Detector(data) | |
detector.start() | |
if __name__ == '__main__': | |
main() |
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