隔一个删一个
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@ -187,6 +187,21 @@ class ImagePreprocessor:
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self.visualizer.visualize_filter_step(
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self.gps_points, previous_points, "3-Time Group Overlap")
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def filter_alternate_images(self):
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"""按时间顺序隔一个删一个图像来降低密度"""
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previous_points = self.gps_points.copy()
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# 按时间戳排序
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self.gps_points = self.gps_points.sort_values('timestamp')
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# 保留索引为偶数的行(即隔一个保留一个)
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self.gps_points = self.gps_points.iloc[::2].reset_index(drop=True)
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self.visualizer.visualize_filter_step(
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self.gps_points, previous_points, "4-Alternate Images")
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self.logger.info(f"交替过滤后剩余 {len(self.gps_points)} 个点")
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def divide_grids(self) -> Tuple[Dict[tuple, pd.DataFrame], Dict[tuple, tuple]]:
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"""划分网格
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Returns:
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@ -270,6 +285,7 @@ class ImagePreprocessor:
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self.cluster()
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self.filter_isolated_points()
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self.filter_time_group_overlap()
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self.filter_alternate_images()
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grid_points, translations = self.divide_grids()
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self.copy_images(grid_points)
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self.logger.info("预处理任务完成")
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