import logging class GridDivider: """划分九宫格,并将图片分配到对应网格""" def __init__(self, overlap=0.1): self.overlap = overlap self.logger = logging.getLogger('UAV_Preprocess.GridDivider') self.logger.info(f"初始化网格划分器,重叠率: {overlap}") def divide_grids(self, points): """计算边界框并划分九宫格""" self.logger.info("开始划分九宫格") lats = [p['lat'] for p in points] lons = [p['lon'] for p in points] min_lat, max_lat = min(lats), max(lats) min_lon, max_lon = min(lons), max(lons) self.logger.info( f"区域边界: 纬度[{min_lat:.6f}, {max_lat:.6f}], " f"经度[{min_lon:.6f}, {max_lon:.6f}]" ) lat_step = (max_lat - min_lat) / 3 lon_step = (max_lon - min_lon) / 3 self.logger.debug(f"网格步长: 纬度{lat_step:.6f}, 经度{lon_step:.6f}") grids = [] for i in range(3): for j in range(3): grid_min_lat = min_lat + i * lat_step - self.overlap * lat_step grid_max_lat = min_lat + \ (i + 1) * lat_step + self.overlap * lat_step grid_min_lon = min_lon + j * lon_step - self.overlap * lon_step grid_max_lon = min_lon + \ (j + 1) * lon_step + self.overlap * lon_step grids.append((grid_min_lat, grid_max_lat, grid_min_lon, grid_max_lon)) self.logger.debug( f"网格[{i},{j}]: 纬度[{grid_min_lat:.6f}, {grid_max_lat:.6f}], " f"经度[{grid_min_lon:.6f}, {grid_max_lon:.6f}]" ) self.logger.info(f"成功划分为 {len(grids)} 个网格") return grids def assign_to_grids(self, points, grids): """将点分配到对应网格""" self.logger.info(f"开始将 {len(points)} 个点分配到网格中") grid_points = {i: [] for i in range(len(grids))} points_assigned = 0 multiple_grid_points = 0 for point in points: point_assigned = False for i, (min_lat, max_lat, min_lon, max_lon) in enumerate(grids): if min_lat <= point['lat'] <= max_lat and min_lon <= point['lon'] <= max_lon: grid_points[i].append(point) if point_assigned: multiple_grid_points += 1 else: points_assigned += 1 point_assigned = True self.logger.debug( f"点 {point['file']} (纬度: {point['lat']:.6f}, 经度: {point['lon']:.6f}) " f"被分配到网格" ) # 记录每个网格的点数 for grid_idx, points in grid_points.items(): self.logger.info(f"网格 {grid_idx} 包含 {len(points)} 个点") self.logger.info( f"点分配完成: 总点数 {len(points)}, " f"成功分配 {points_assigned} 个点, " f"{multiple_grid_points} 个点被分配到多个网格" ) return grid_points