使用Python编写的示例代码-ObjectDetectionProtos中anchor_generator_pb2生成随机锚点
import random
from anchor_generator_pb2 import AnchorGeneratorGridCells, AnchorGenerator
# 生成随机锚点的函数
def generate_random_anchors(grid_size, num_anchors):
anchor_generator = AnchorGenerator()
for _ in range(num_anchors):
grid_cell = AnchorGeneratorGridCells()
for _ in range(grid_size):
anchor_x = random.random() # 随机生成锚点横坐标
anchor_y = random.random() # 随机生成锚点纵坐标
grid_cell.anchor_x.append(anchor_x)
grid_cell.anchor_y.append(anchor_y)
anchor_generator.grid_cells.append(grid_cell)
return anchor_generator
# 使用例子
grid_size = 5 # 网格大小
num_anchors = 10 # 锚点数目
anchors = generate_random_anchors(grid_size, num_anchors)
print(anchors)
# 输出示例:
# grid_cells {
# anchor_x: 0.48261406864248096
# anchor_x: 0.21818569738425646
# anchor_x: 0.34353764768079903
# anchor_x: 0.9452624432779914
# anchor_x: 0.11220238456267407
# anchor_y: 0.7798769230626747
# anchor_y: 0.43855616206013384
# anchor_y: 0.6616760731958384
# anchor_y: 0.15984898196384983
# anchor_y: 0.6525175260287096
# }
# grid_cells {
# anchor_x: 0.7464489785904403
# anchor_x: 0.27075978680036234
# anchor_x: 0.6165870847703065
# anchor_x: 0.2964582740471833
# anchor_x: 0.3863767391033175
# anchor_y: 0.4663321646759288
# anchor_y: 0.6034610244591978
# anchor_y: 0.041335858829086874
# anchor_y: 0.09086270522140805
# anchor_y: 0.5885935981174889
# }
# ...
# grid_cells {
# anchor_x: 0.9430597656514028
# anchor_x: 0.11086476767426733
# anchor_x: 0.7430588736973522
# anchor_x: 0.9858746190504439
# anchor_x: 0.1851952123188198
# anchor_y: 0.43487456270439906
# anchor_y: 0.6410560376056755
# anchor_y: 0.9400135483642536
# anchor_y: 0.3358749811010631
# anchor_y: 0.2071133167895178
# }
