UAV/gps_selector.py

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from utils.gps_extractor import GPSExtractor
import os
import sys
import shutil
from pathlib import Path
import matplotlib.pyplot as plt
from matplotlib.widgets import RectangleSelector
import pandas as pd
from matplotlib.font_manager import FontProperties
class GPSSelector:
def __init__(self, image_dir: str, output_dir: str = None):
# 移除中文字体设置
self.image_dir = image_dir
self.output_dir = output_dir
self.gps_points = None
self.selected_points = []
self.fig, self.ax = plt.subplots(figsize=(12, 8))
self.scatter = None
self.rs = None
self.setup_plot()
def extract_gps(self):
"""提取GPS数据"""
extractor = GPSExtractor(self.image_dir)
self.gps_points = extractor.extract_all_gps()
print(f"成功提取 {len(self.gps_points)} 个GPS点")
def setup_plot(self):
"""设置绘图"""
self.ax.set_title('GPS Points - Use mouse to drag and select points to delete')
self.ax.set_xlabel('Longitude')
self.ax.set_ylabel('Latitude')
self.ax.grid(True)
# 设置坐标轴使用相同的比例
self.ax.set_aspect('equal')
# 设置矩形选择器
self.rs = RectangleSelector(
self.ax, self.on_select,
interactive=True,
useblit=True,
button=[1], # 只响应左键
props=dict(facecolor='red', alpha=0.3)
)
# 添加按钮回调
self.fig.canvas.mpl_connect('key_press_event', self.on_key_press)
# 添加缩放和平移功能
self.fig.canvas.mpl_connect('scroll_event', self.on_scroll)
self.fig.canvas.mpl_connect('button_press_event', self.on_press)
self.fig.canvas.mpl_connect('button_release_event', self.on_release)
self.fig.canvas.mpl_connect('motion_notify_event', self.on_motion)
# 用于平移功能的变量
self._pan_start = None
def plot_gps_points(self):
"""绘制GPS点"""
if self.scatter is not None:
self.scatter.remove()
# 计算经纬度的范围
lon_range = self.gps_points['lon'].max() - self.gps_points['lon'].min()
lat_range = self.gps_points['lat'].max() - self.gps_points['lat'].min()
# 设置合适的图形大小,保持经纬度的真实比例
aspect_ratio = lon_range / lat_range
fig_width = 12
fig_height = fig_width / aspect_ratio
self.fig.set_size_inches(fig_width, fig_height)
self.scatter = self.ax.scatter(
self.gps_points['lon'],
self.gps_points['lat'],
c='blue',
s=20,
alpha=0.6
)
# 设置适当的显示范围,添加一些边距
margin = 0.1
x_margin = lon_range * margin
y_margin = lat_range * margin
self.ax.set_xlim([
self.gps_points['lon'].min() - x_margin,
self.gps_points['lon'].max() + x_margin
])
self.ax.set_ylim([
self.gps_points['lat'].min() - y_margin,
self.gps_points['lat'].max() + y_margin
])
# 关闭自动缩放
self.ax.autoscale(False)
# 使用更精确的刻度
self.ax.ticklabel_format(useOffset=False, style='plain')
self.fig.canvas.draw_idle()
def on_select(self, eclick, erelease):
"""矩形选择回调"""
x1, y1 = eclick.xdata, eclick.ydata
x2, y2 = erelease.xdata, erelease.ydata
# 获取选中区域内的点
mask = (
(self.gps_points['lon'] >= min(x1, x2)) &
(self.gps_points['lon'] <= max(x1, x2)) &
(self.gps_points['lat'] >= min(y1, y2)) &
(self.gps_points['lat'] <= max(y1, y2))
)
selected = self.gps_points[mask]
self.selected_points.extend(selected['file'].tolist())
# 从数据中移除选中的点
self.gps_points = self.gps_points[~mask]
# 更新绘图
self.plot_gps_points()
print(f"选中 {len(selected)} 个点,剩余 {len(self.gps_points)} 个点")
def on_key_press(self, event):
"""键盘事件回调"""
if event.key == 'enter':
self.save_results()
plt.close()
elif event.key == 'escape':
plt.close()
def save_results(self):
"""保存结果"""
if not self.output_dir:
return
# 创建输出目录
os.makedirs(self.output_dir, exist_ok=True)
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# 获取所有保留的图片文件名
remaining_files = self.gps_points['file'].tolist()
# 移动保留的图片到输出目录
for img_name in remaining_files:
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src = os.path.join(self.image_dir, img_name)
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dst = os.path.join(self.output_dir, img_name)
shutil.copy2(src, dst) # 使用copy2保留文件的元数据
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# 保存剩余点的信息
self.gps_points.to_csv(
os.path.join(self.output_dir, "remaining_points.csv"),
index=False
)
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print(f"已选择删除 {len(self.selected_points)} 张图片")
print(f"已复制 {len(remaining_files)} 张保留的图片到 {self.output_dir}")
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def run(self):
"""运行选择器"""
self.extract_gps()
self.plot_gps_points()
plt.show()
def on_scroll(self, event):
"""鼠标滚轮缩放"""
if event.inaxes != self.ax:
return
# 获取当前视图范围
cur_xlim = self.ax.get_xlim()
cur_ylim = self.ax.get_ylim()
# 缩放因子
base_scale = 1.1
xdata = event.xdata
ydata = event.ydata
if event.button == 'up':
# 放大
scale_factor = 1/base_scale
else:
# 缩小
scale_factor = base_scale
# 设置新的视图范围
new_width = (cur_xlim[1] - cur_xlim[0]) * scale_factor
new_height = (cur_ylim[1] - cur_ylim[0]) * scale_factor
self.ax.set_xlim([xdata - new_width * (xdata - cur_xlim[0]) / (cur_xlim[1] - cur_xlim[0]),
xdata + new_width * (cur_xlim[1] - xdata) / (cur_xlim[1] - cur_xlim[0])])
self.ax.set_ylim([ydata - new_height * (ydata - cur_ylim[0]) / (cur_ylim[1] - cur_ylim[0]),
ydata + new_height * (cur_ylim[1] - ydata) / (cur_ylim[1] - cur_ylim[0])])
self.fig.canvas.draw_idle()
def on_press(self, event):
"""鼠标按下事件"""
if event.inaxes != self.ax or event.button != 3: # 只响应右键
return
self._pan_start = (event.xdata, event.ydata)
def on_release(self, event):
"""鼠标释放事件"""
self._pan_start = None
def on_motion(self, event):
"""鼠标移动事件"""
if self._pan_start is None or event.inaxes != self.ax:
return
# 计算移动距离
dx = event.xdata - self._pan_start[0]
dy = event.ydata - self._pan_start[1]
# 更新视图范围
cur_xlim = self.ax.get_xlim()
cur_ylim = self.ax.get_ylim()
self.ax.set_xlim(cur_xlim - dx)
self.ax.set_ylim(cur_ylim - dy)
self.fig.canvas.draw_idle()
if __name__ == "__main__":
# 使用示例
selector = GPSSelector(
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image_dir=r"G:\error_data\20240930091614\project\images",
output_dir=r"C:\datasets\ODM_output\error1_L"
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)
selector.run()