Python YOLOv3 查看神经网络结构

叁歲伎倆 2021-11-01 12:04 292阅读 0赞

[下载地址 https://github.com/wizyoung/YOLOv3\_TensorFlow][https_github.com_wizyoung_YOLOv3_TensorFlow]

Python  YOLOv3 查看神经网络架构

import tensorflow as tf
    import numpy as np
    reader = tf.train.NewCheckpointReader('./yolov3.ckpt')
     #tf.train.NewCheckpointReader
    var_to_shape_map = reader.get_variable_to_shape_map()
    for key in var_to_shape_map:
      print("tensor_name: ", key,len(reader.get_tensor(key)),reader.get_tensor(key).shape)
      #print(reader.get_tensor(key))

下载别人的预训练的神经网络，训练完自己的神经网络，需要加载自己的网络模型和对应自己的data.names或coco.names不修改自己的代码会导致：Assign requires shapes of both tensors to match. lhs shape= \[255\] rhs shape= \[45\]

# 下载别人的预训练的神经网络的网络结构：80个classes #

wu@wu-X555LF:~/YOLOv3_TensorFlow-master/data/darknet_weights$ python test.py 
    ('yolov3/darknet53_body/Conv_10/BatchNorm/beta', 128, (128,))
    ('yolov3/darknet53_body/Conv_30/BatchNorm/moving_mean', 512, (512,))
    ('yolov3/yolov3_head/Conv_17/BatchNorm/moving_variance', 256, (256,))
    ('yolov3/yolov3_head/Conv_21/BatchNorm/beta', 256, (256,))
    ('yolov3/darknet53_body/Conv_31/BatchNorm/gamma', 256, (256,))
    ('yolov3/darknet53_body/Conv_39/BatchNorm/beta', 256, (256,))
    ('yolov3/darknet53_body/Conv_5/BatchNorm/moving_mean', 64, (64,))
    ('yolov3/darknet53_body/Conv_49/BatchNorm/gamma', 1024, (1024,))
    ('yolov3/darknet53_body/Conv_33/BatchNorm/gamma', 256, (256,))
    ('yolov3/yolov3_head/Conv/BatchNorm/moving_variance', 512, (512,))
    ('yolov3/yolov3_head/Conv_18/BatchNorm/moving_mean', 128, (128,))
    ('yolov3/darknet53_body/Conv_3/BatchNorm/gamma', 64, (64,))
    ('yolov3/darknet53_body/Conv_27/weights', 1, (1, 1, 512, 256))
    ('yolov3/darknet53_body/Conv_20/BatchNorm/gamma', 128, (128,))
    ('yolov3/darknet53_body/Conv_47/BatchNorm/moving_variance', 1024, (1024,))
    ('yolov3/yolov3_head/Conv_4/weights', 1, (1, 1, 1024, 512))
    ('yolov3/yolov3_head/Conv_19/BatchNorm/gamma', 256, (256,))
    ('yolov3/darknet53_body/Conv_12/BatchNorm/moving_mean', 128, (128,))
    ('yolov3/darknet53_body/Conv_42/BatchNorm/gamma', 512, (512,))
    ('yolov3/yolov3_head/Conv_11/BatchNorm/gamma', 512, (512,))
    ('yolov3/yolov3_head/Conv_11/BatchNorm/beta', 512, (512,))
    ('yolov3/darknet53_body/Conv_12/weights', 1, (1, 1, 256, 128))
    ('yolov3/yolov3_head/Conv_10/BatchNorm/gamma', 256, (256,))
    ('yolov3/darknet53_body/Conv_15/BatchNorm/moving_variance', 256, (256,))
    ('yolov3/yolov3_head/Conv_5/BatchNorm/moving_variance', 1024, (1024,))
    ('yolov3/darknet53_body/Conv_10/weights', 1, (1, 1, 256, 128))
    ('yolov3/darknet53_body/Conv_25/weights', 3, (3, 3, 128, 256))
    ('yolov3/yolov3_head/Conv_13/BatchNorm/moving_variance', 512, (512,))
    ('yolov3/darknet53_body/Conv_32/BatchNorm/moving_variance', 512, (512,))
    ('yolov3/darknet53_body/Conv_13/BatchNorm/moving_variance', 256, (256,))
    ('yolov3/darknet53_body/Conv_19/BatchNorm/beta', 256, (256,))
    ('yolov3/darknet53_body/Conv_13/BatchNorm/beta', 256, (256,))
    ('yolov3/darknet53_body/Conv_13/BatchNorm/gamma', 256, (256,))
    ('yolov3/darknet53_body/Conv_2/BatchNorm/beta', 32, (32,))
    ('yolov3/darknet53_body/Conv_37/weights', 1, (1, 1, 512, 256))
    ('yolov3/darknet53_body/Conv_7/BatchNorm/gamma', 64, (64,))
    ('yolov3/yolov3_head/Conv_4/BatchNorm/moving_mean', 512, (512,))
    ('yolov3/darknet53_body/Conv_31/weights', 1, (1, 1, 512, 256))
    ('yolov3/yolov3_head/Conv_5/BatchNorm/gamma', 1024, (1024,))
    ('yolov3/darknet53_body/Conv_21/BatchNorm/moving_variance', 256, (256,))
    ('yolov3/yolov3_head/Conv_9/BatchNorm/moving_mean', 512, (512,))
    ('yolov3/yolov3_head/Conv_18/weights', 1, (1, 1, 256, 128))
    ('yolov3/darknet53_body/Conv_18/BatchNorm/moving_mean', 128, (128,))
    ('yolov3/darknet53_body/Conv_21/BatchNorm/gamma', 256, (256,))
    ('yolov3/darknet53_body/Conv_2/BatchNorm/gamma', 32, (32,))
    ('yolov3/yolov3_head/Conv_3/BatchNorm/beta', 1024, (1024,))
    ('yolov3/darknet53_body/Conv_42/weights', 3, (3, 3, 256, 512))
    ('yolov3/yolov3_head/Conv_15/BatchNorm/moving_mean', 128, (128,))
    ('yolov3/darknet53_body/Conv_44/BatchNorm/gamma', 512, (512,))
    ('yolov3/darknet53_body/Conv_25/BatchNorm/moving_mean', 256, (256,))
    ('yolov3/darknet53_body/Conv_18/BatchNorm/beta', 128, (128,))
    ('yolov3/darknet53_body/Conv_30/weights', 3, (3, 3, 256, 512))
    ('yolov3/yolov3_head/Conv_21/BatchNorm/gamma', 256, (256,))
    ('yolov3/darknet53_body/Conv_41/BatchNorm/gamma', 256, (256,))
    ('yolov3/darknet53_body/Conv_5/weights', 1, (1, 1, 128, 64))
    ('yolov3/darknet53_body/Conv_6/BatchNorm/moving_mean', 128, (128,))
    ('yolov3/darknet53_body/Conv_45/BatchNorm/beta', 1024, (1024,))
    ('yolov3/yolov3_head/Conv_6/weights', 1, (1, 1, 1024, 255))
    ('yolov3/darknet53_body/Conv_34/BatchNorm/moving_mean', 512, (512,))
    ('yolov3/darknet53_body/Conv_51/BatchNorm/gamma', 1024, (1024,))
    ('yolov3/yolov3_head/Conv_10/BatchNorm/moving_mean', 256, (256,))
    ('yolov3/yolov3_head/Conv_1/BatchNorm/beta', 1024, (1024,))
    ('yolov3/darknet53_body/Conv_34/BatchNorm/beta', 512, (512,))
    ('yolov3/yolov3_head/Conv_5/weights', 3, (3, 3, 512, 1024))
    ('yolov3/darknet53_body/Conv_51/weights', 3, (3, 3, 512, 1024))
    ('yolov3/darknet53_body/Conv_50/BatchNorm/gamma', 512, (512,))
    ('yolov3/darknet53_body/Conv_36/BatchNorm/gamma', 512, (512,))
    ('yolov3/darknet53_body/Conv_29/BatchNorm/moving_variance', 256, (256,))
    ('yolov3/darknet53_body/Conv_15/BatchNorm/gamma', 256, (256,))
    ('yolov3/darknet53_body/Conv_50/BatchNorm/beta', 512, (512,))
    ('yolov3/yolov3_head/Conv_7/BatchNorm/gamma', 256, (256,))
    ('yolov3/darknet53_body/Conv_47/weights', 3, (3, 3, 512, 1024))
    ('yolov3/yolov3_head/Conv_2/BatchNorm/gamma', 512, (512,))
    ('yolov3/darknet53_body/Conv_43/BatchNorm/moving_variance', 1024, (1024,))
    ('yolov3/darknet53_body/Conv_45/BatchNorm/gamma', 1024, (1024,))
    ('yolov3/yolov3_head/Conv_20/BatchNorm/gamma', 128, (128,))
    ('yolov3/darknet53_body/Conv_37/BatchNorm/gamma', 256, (256,))
    ('yolov3/yolov3_head/Conv_12/weights', 1, (1, 1, 512, 256))
    ('yolov3/darknet53_body/Conv_45/BatchNorm/moving_variance', 1024, (1024,))
    ('yolov3/yolov3_head/Conv_5/BatchNorm/moving_mean', 1024, (1024,))
    ('yolov3/darknet53_body/Conv_6/BatchNorm/beta', 128, (128,))
    ('yolov3/darknet53_body/Conv_19/BatchNorm/moving_mean', 256, (256,))
    ('yolov3/yolov3_head/Conv_8/BatchNorm/beta', 256, (256,))
    ('yolov3/darknet53_body/Conv_11/BatchNorm/moving_variance', 256, (256,))
    ('yolov3/darknet53_body/Conv_41/BatchNorm/moving_mean', 256, (256,))
    ('yolov3/darknet53_body/Conv_50/weights', 1, (1, 1, 1024, 512))
    ('yolov3/darknet53_body/Conv_8/BatchNorm/gamma', 128, (128,))
    ('yolov3/yolov3_head/Conv/weights', 1, (1, 1, 1024, 512))
    ('yolov3/darknet53_body/Conv_17/BatchNorm/moving_mean', 256, (256,))
    ('yolov3/darknet53_body/Conv_11/BatchNorm/beta', 256, (256,))
    ('yolov3/yolov3_head/Conv_9/BatchNorm/gamma', 512, (512,))
    ('yolov3/darknet53_body/Conv_42/BatchNorm/moving_variance', 512, (512,))
    ('yolov3/darknet53_body/Conv_17/BatchNorm/moving_variance', 256, (256,))
    ('yolov3/darknet53_body/Conv_51/BatchNorm/beta', 1024, (1024,))
    ('yolov3/darknet53_body/Conv_4/BatchNorm/gamma', 128, (128,))
    ('yolov3/darknet53_body/Conv_25/BatchNorm/moving_variance', 256, (256,))
    ('yolov3/darknet53_body/Conv_32/BatchNorm/moving_mean', 512, (512,))
    ('yolov3/darknet53_body/Conv_19/BatchNorm/moving_variance', 256, (256,))
    ('yolov3/darknet53_body/Conv_40/BatchNorm/gamma', 512, (512,))
    ('yolov3/darknet53_body/Conv_41/BatchNorm/beta', 256, (256,))
    ('yolov3/darknet53_body/Conv_23/BatchNorm/moving_variance', 256, (256,))
    ('yolov3/yolov3_head/Conv_2/BatchNorm/moving_variance', 512, (512,))
    ('yolov3/darknet53_body/Conv_9/BatchNorm/beta', 256, (256,))
    ('yolov3/darknet53_body/Conv_27/BatchNorm/moving_mean', 256, (256,))
    ('yolov3/darknet53_body/Conv_28/BatchNorm/beta', 512, (512,))
    ('yolov3/darknet53_body/Conv_45/weights', 3, (3, 3, 512, 1024))
    ('yolov3/darknet53_body/Conv_46/BatchNorm/beta', 512, (512,))
    ('yolov3/darknet53_body/Conv_35/BatchNorm/moving_variance', 256, (256,))
    ('yolov3/darknet53_body/Conv_3/BatchNorm/moving_variance', 64, (64,))
    ('yolov3/darknet53_body/Conv_46/BatchNorm/moving_variance', 512, (512,))
    ('yolov3/darknet53_body/Conv_1/BatchNorm/moving_variance', 64, (64,))
    ('yolov3/darknet53_body/Conv_30/BatchNorm/beta', 512, (512,))
    ('yolov3/yolov3_head/Conv_18/BatchNorm/gamma', 128, (128,))
    ('yolov3/yolov3_head/Conv_9/BatchNorm/beta', 512, (512,))
    ('yolov3/yolov3_head/Conv_10/weights', 1, (1, 1, 512, 256))
    ('yolov3/yolov3_head/Conv_22/weights', 1, (1, 1, 256, 255))
    ('yolov3/darknet53_body/Conv_11/weights', 3, (3, 3, 128, 256))
    ('yolov3/darknet53_body/Conv_24/BatchNorm/moving_variance', 128, (128,))
    ('yolov3/yolov3_head/Conv_7/weights', 1, (1, 1, 512, 256))
    ('yolov3/darknet53_body/Conv/weights', 3, (3, 3, 3, 32))
    ('yolov3/darknet53_body/Conv_19/BatchNorm/gamma', 256, (256,))
    ('yolov3/yolov3_head/Conv_8/BatchNorm/moving_variance', 256, (256,))
    ('yolov3/darknet53_body/Conv_16/BatchNorm/gamma', 128, (128,))
    ('yolov3/darknet53_body/Conv_13/BatchNorm/moving_mean', 256, (256,))
    ('yolov3/darknet53_body/Conv_23/BatchNorm/beta', 256, (256,))
    ('yolov3/darknet53_body/Conv_28/weights', 3, (3, 3, 256, 512))
    ('yolov3/darknet53_body/Conv_25/BatchNorm/gamma', 256, (256,))
    ('yolov3/yolov3_head/Conv_10/BatchNorm/moving_variance', 256, (256,))
    ('yolov3/yolov3_head/Conv_3/BatchNorm/moving_variance', 1024, (1024,))
    ('yolov3/darknet53_body/Conv_33/weights', 1, (1, 1, 512, 256))
    ('yolov3/darknet53_body/Conv_16/weights', 1, (1, 1, 256, 128))
    ('yolov3/yolov3_head/Conv_22/biases', 255, (255,))
    ('yolov3/yolov3_head/Conv_16/BatchNorm/moving_variance', 128, (128,))
    ('yolov3/darknet53_body/Conv_46/BatchNorm/moving_mean', 512, (512,))
    ('yolov3/darknet53_body/Conv_30/BatchNorm/gamma', 512, (512,))
    ('yolov3/darknet53_body/Conv_20/BatchNorm/moving_variance', 128, (128,))
    ('yolov3/darknet53_body/Conv/BatchNorm/moving_mean', 32, (32,))
    ('yolov3/yolov3_head/Conv_1/BatchNorm/gamma', 1024, (1024,))
    ('yolov3/darknet53_body/Conv_48/weights', 1, (1, 1, 1024, 512))
    ('yolov3/yolov3_head/Conv_10/BatchNorm/beta', 256, (256,))
    ('yolov3/darknet53_body/Conv_44/weights', 1, (1, 1, 1024, 512))
    ('yolov3/darknet53_body/Conv_8/BatchNorm/moving_variance', 128, (128,))
    ('yolov3/darknet53_body/Conv_29/weights', 1, (1, 1, 512, 256))
    ('yolov3/darknet53_body/Conv_40/BatchNorm/moving_variance', 512, (512,))
    ('yolov3/darknet53_body/Conv_39/BatchNorm/gamma', 256, (256,))
    ('yolov3/darknet53_body/Conv_14/weights', 1, (1, 1, 256, 128))
    ('yolov3/darknet53_body/Conv_18/BatchNorm/gamma', 128, (128,))
    ('yolov3/darknet53_body/Conv_38/weights', 3, (3, 3, 256, 512))
    ('yolov3/darknet53_body/Conv_28/BatchNorm/moving_variance', 512, (512,))
    ('yolov3/yolov3_head/Conv_3/weights', 3, (3, 3, 512, 1024))
    ('yolov3/darknet53_body/Conv_5/BatchNorm/moving_variance', 64, (64,))
    ('yolov3/darknet53_body/Conv_17/weights', 3, (3, 3, 128, 256))
    ('yolov3/darknet53_body/Conv_41/BatchNorm/moving_variance', 256, (256,))
    ('yolov3/darknet53_body/Conv_8/weights', 3, (3, 3, 64, 128))
    ('yolov3/darknet53_body/Conv_44/BatchNorm/beta', 512, (512,))
    ('yolov3/darknet53_body/Conv_1/BatchNorm/gamma', 64, (64,))
    ('yolov3/yolov3_head/Conv_11/BatchNorm/moving_variance', 512, (512,))
    ('yolov3/darknet53_body/Conv_29/BatchNorm/beta', 256, (256,))
    ('yolov3/darknet53_body/Conv_9/BatchNorm/moving_mean', 256, (256,))
    ('yolov3/yolov3_head/Conv_17/BatchNorm/gamma', 256, (256,))
    ('yolov3/darknet53_body/Conv_22/BatchNorm/gamma', 128, (128,))
    ('yolov3/yolov3_head/Conv_20/BatchNorm/beta', 128, (128,))
    ('yolov3/darknet53_body/Conv_20/BatchNorm/moving_mean', 128, (128,))
    ('yolov3/darknet53_body/Conv_39/weights', 1, (1, 1, 512, 256))
    ('yolov3/yolov3_head/Conv_17/BatchNorm/beta', 256, (256,))
    ('yolov3/yolov3_head/Conv_7/BatchNorm/moving_variance', 256, (256,))
    ('yolov3/darknet53_body/Conv_14/BatchNorm/moving_mean', 128, (128,))
    ('yolov3/darknet53_body/Conv_3/BatchNorm/beta', 64, (64,))
    ('yolov3/darknet53_body/Conv_49/BatchNorm/beta', 1024, (1024,))
    ('yolov3/darknet53_body/Conv_20/weights', 1, (1, 1, 256, 128))
    ('yolov3/darknet53_body/Conv_33/BatchNorm/beta', 256, (256,))
    ('yolov3/darknet53_body/Conv_7/weights', 1, (1, 1, 128, 64))
    ('yolov3/darknet53_body/Conv_26/BatchNorm/moving_variance', 512, (512,))
    ('yolov3/yolov3_head/Conv_1/weights', 3, (3, 3, 512, 1024))
    ('yolov3/darknet53_body/Conv_27/BatchNorm/beta', 256, (256,))
    ('yolov3/darknet53_body/Conv_47/BatchNorm/beta', 1024, (1024,))
    ('yolov3/yolov3_head/Conv_11/BatchNorm/moving_mean', 512, (512,))
    ('yolov3/darknet53_body/Conv_50/BatchNorm/moving_variance', 512, (512,))
    ('yolov3/yolov3_head/Conv_6/biases', 255, (255,))
    ('yolov3/darknet53_body/Conv_41/weights', 1, (1, 1, 512, 256))
    ('yolov3/darknet53_body/Conv_13/weights', 3, (3, 3, 128, 256))
    ('yolov3/darknet53_body/Conv_46/BatchNorm/gamma', 512, (512,))
    ('yolov3/darknet53_body/Conv_11/BatchNorm/moving_mean', 256, (256,))
    ('yolov3/darknet53_body/Conv_26/weights', 3, (3, 3, 256, 512))
    ('yolov3/darknet53_body/Conv_8/BatchNorm/moving_mean', 128, (128,))
    ('yolov3/darknet53_body/Conv_1/BatchNorm/beta', 64, (64,))
    ('yolov3/darknet53_body/Conv_17/BatchNorm/gamma', 256, (256,))
    ('yolov3/darknet53_body/Conv_20/BatchNorm/beta', 128, (128,))
    ('yolov3/yolov3_head/Conv_19/weights', 3, (3, 3, 128, 256))
    ('yolov3/yolov3_head/Conv/BatchNorm/gamma', 512, (512,))
    ('yolov3/yolov3_head/Conv_19/BatchNorm/moving_variance', 256, (256,))
    ('yolov3/yolov3_head/Conv_16/BatchNorm/gamma', 128, (128,))
    ('yolov3/darknet53_body/Conv_16/BatchNorm/beta', 128, (128,))
    ('yolov3/yolov3_head/Conv_3/BatchNorm/gamma', 1024, (1024,))
    ('yolov3/darknet53_body/Conv_32/BatchNorm/beta', 512, (512,))
    ('yolov3/darknet53_body/Conv_6/BatchNorm/moving_variance', 128, (128,))
    ('yolov3/yolov3_head/Conv_16/BatchNorm/moving_mean', 128, (128,))
    ('yolov3/darknet53_body/Conv_14/BatchNorm/moving_variance', 128, (128,))
    ('yolov3/darknet53_body/Conv_43/weights', 3, (3, 3, 512, 1024))
    ('yolov3/yolov3_head/Conv_8/BatchNorm/gamma', 256, (256,))
    ('yolov3/darknet53_body/Conv_44/BatchNorm/moving_mean', 512, (512,))
    ('yolov3/darknet53_body/Conv_39/BatchNorm/moving_mean', 256, (256,))
    ('yolov3/yolov3_head/Conv_21/BatchNorm/moving_mean', 256, (256,))
    ('yolov3/darknet53_body/Conv_4/BatchNorm/moving_mean', 128, (128,))
    ('yolov3/yolov3_head/Conv_12/BatchNorm/moving_mean', 256, (256,))
    ('yolov3/yolov3_head/Conv_4/BatchNorm/gamma', 512, (512,))
    ('yolov3/yolov3_head/Conv_15/BatchNorm/beta', 128, (128,))
    ('yolov3/darknet53_body/Conv_37/BatchNorm/moving_variance', 256, (256,))
    ('yolov3/yolov3_head/Conv_19/BatchNorm/beta', 256, (256,))
    ('yolov3/darknet53_body/Conv_6/weights', 3, (3, 3, 64, 128))
    ('yolov3/darknet53_body/Conv_47/BatchNorm/gamma', 1024, (1024,))
    ('yolov3/darknet53_body/Conv_7/BatchNorm/moving_mean', 64, (64,))
    ('yolov3/darknet53_body/Conv_15/BatchNorm/moving_mean', 256, (256,))
    ('yolov3/yolov3_head/Conv_18/BatchNorm/beta', 128, (128,))
    ('yolov3/yolov3_head/Conv_17/BatchNorm/moving_mean', 256, (256,))
    ('yolov3/yolov3_head/Conv_21/BatchNorm/moving_variance', 256, (256,))
    ('yolov3/yolov3_head/Conv_3/BatchNorm/moving_mean', 1024, (1024,))
    ('yolov3/darknet53_body/Conv_32/BatchNorm/gamma', 512, (512,))
    ('yolov3/darknet53_body/Conv_9/BatchNorm/gamma', 256, (256,))
    ('yolov3/darknet53_body/Conv_15/BatchNorm/beta', 256, (256,))
    ('yolov3/darknet53_body/Conv_22/BatchNorm/beta', 128, (128,))
    ('yolov3/darknet53_body/Conv_45/BatchNorm/moving_mean', 1024, (1024,))
    ('yolov3/darknet53_body/Conv_4/BatchNorm/beta', 128, (128,))
    ('yolov3/yolov3_head/Conv_1/BatchNorm/moving_variance', 1024, (1024,))
    ('yolov3/darknet53_body/Conv_42/BatchNorm/beta', 512, (512,))
    ('yolov3/darknet53_body/Conv_24/BatchNorm/gamma', 128, (128,))
    ('yolov3/darknet53_body/Conv/BatchNorm/moving_variance', 32, (32,))
    ('yolov3/darknet53_body/Conv_43/BatchNorm/moving_mean', 1024, (1024,))
    ('yolov3/darknet53_body/Conv_28/BatchNorm/gamma', 512, (512,))
    ('yolov3/darknet53_body/Conv_42/BatchNorm/moving_mean', 512, (512,))
    ('yolov3/darknet53_body/Conv_12/BatchNorm/gamma', 128, (128,))
    ('yolov3/darknet53_body/Conv_3/BatchNorm/moving_mean', 64, (64,))
    ('yolov3/yolov3_head/Conv_20/weights', 1, (1, 1, 256, 128))
    ('yolov3/yolov3_head/Conv_7/BatchNorm/beta', 256, (256,))
    ('yolov3/yolov3_head/Conv_9/BatchNorm/moving_variance', 512, (512,))
    ('yolov3/darknet53_body/Conv_37/BatchNorm/beta', 256, (256,))
    ('yolov3/darknet53_body/Conv_18/BatchNorm/moving_variance', 128, (128,))
    ('yolov3/darknet53_body/Conv_21/BatchNorm/beta', 256, (256,))
    ('yolov3/yolov3_head/Conv_5/BatchNorm/beta', 1024, (1024,))
    ('yolov3/yolov3_head/Conv/BatchNorm/beta', 512, (512,))
    ('yolov3/yolov3_head/Conv_13/BatchNorm/gamma', 512, (512,))
    ('yolov3/darknet53_body/Conv_49/BatchNorm/moving_variance', 1024, (1024,))
    ('yolov3/darknet53_body/Conv_23/BatchNorm/moving_mean', 256, (256,))
    ('yolov3/darknet53_body/Conv_43/BatchNorm/gamma', 1024, (1024,))
    ('yolov3/yolov3_head/Conv_15/weights', 1, (1, 1, 256, 128))
    ('yolov3/darknet53_body/Conv_38/BatchNorm/gamma', 512, (512,))
    ('yolov3/darknet53_body/Conv_40/BatchNorm/moving_mean', 512, (512,))
    ('yolov3/yolov3_head/Conv_20/BatchNorm/moving_mean', 128, (128,))
    ('yolov3/darknet53_body/Conv_1/BatchNorm/moving_mean', 64, (64,))
    ('yolov3/darknet53_body/Conv_2/weights', 1, (1, 1, 64, 32))
    ('yolov3/darknet53_body/Conv_34/BatchNorm/gamma', 512, (512,))
    ('yolov3/yolov3_head/Conv_7/BatchNorm/moving_mean', 256, (256,))
    ('yolov3/darknet53_body/Conv_24/weights', 1, (1, 1, 256, 128))
    ('yolov3/darknet53_body/Conv_9/BatchNorm/moving_variance', 256, (256,))
    ('yolov3/darknet53_body/Conv_16/BatchNorm/moving_variance', 128, (128,))
    ('yolov3/yolov3_head/Conv_21/weights', 3, (3, 3, 128, 256))
    ('yolov3/darknet53_body/Conv_28/BatchNorm/moving_mean', 512, (512,))
    ('yolov3/darknet53_body/Conv_17/BatchNorm/beta', 256, (256,))
    ('yolov3/yolov3_head/Conv_12/BatchNorm/gamma', 256, (256,))
    ('yolov3/darknet53_body/Conv_40/BatchNorm/beta', 512, (512,))
    ('yolov3/yolov3_head/Conv_13/weights', 3, (3, 3, 256, 512))
    ('yolov3/darknet53_body/Conv_24/BatchNorm/moving_mean', 128, (128,))
    ('yolov3/darknet53_body/Conv_31/BatchNorm/moving_mean', 256, (256,))
    ('yolov3/darknet53_body/Conv_27/BatchNorm/gamma', 256, (256,))
    ('yolov3/darknet53_body/Conv_33/BatchNorm/moving_variance', 256, (256,))
    ('yolov3/darknet53_body/Conv_5/BatchNorm/beta', 64, (64,))
    ('yolov3/yolov3_head/Conv_2/weights', 1, (1, 1, 1024, 512))
    ('yolov3/darknet53_body/Conv/BatchNorm/gamma', 32, (32,))
    ('yolov3/yolov3_head/Conv_12/BatchNorm/beta', 256, (256,))
    ('yolov3/darknet53_body/Conv/BatchNorm/beta', 32, (32,))
    ('yolov3/darknet53_body/Conv_36/weights', 3, (3, 3, 256, 512))
    ('yolov3/darknet53_body/Conv_26/BatchNorm/moving_mean', 512, (512,))
    ('yolov3/darknet53_body/Conv_2/BatchNorm/moving_mean', 32, (32,))
    ('yolov3/yolov3_head/Conv_16/BatchNorm/beta', 128, (128,))
    ('yolov3/darknet53_body/Conv_43/BatchNorm/beta', 1024, (1024,))
    ('yolov3/darknet53_body/Conv_47/BatchNorm/moving_mean', 1024, (1024,))
    ('yolov3/darknet53_body/Conv_38/BatchNorm/beta', 512, (512,))
    ('yolov3/darknet53_body/Conv_8/BatchNorm/beta', 128, (128,))
    ('yolov3/darknet53_body/Conv_49/BatchNorm/moving_mean', 1024, (1024,))
    ('yolov3/darknet53_body/Conv_49/weights', 3, (3, 3, 512, 1024))
    ('yolov3/darknet53_body/Conv_30/BatchNorm/moving_variance', 512, (512,))
    ('yolov3/darknet53_body/Conv_10/BatchNorm/moving_variance', 128, (128,))
    ('yolov3/darknet53_body/Conv_39/BatchNorm/moving_variance', 256, (256,))
    ('yolov3/darknet53_body/Conv_21/weights', 3, (3, 3, 128, 256))
    ('yolov3/darknet53_body/Conv_5/BatchNorm/gamma', 64, (64,))
    ('yolov3/yolov3_head/Conv_14/biases', 255, (255,))
    ('yolov3/yolov3_head/Conv_8/BatchNorm/moving_mean', 256, (256,))
    ('yolov3/darknet53_body/Conv_36/BatchNorm/beta', 512, (512,))
    ('yolov3/darknet53_body/Conv_23/BatchNorm/gamma', 256, (256,))
    ('yolov3/darknet53_body/Conv_14/BatchNorm/gamma', 128, (128,))
    ('yolov3/darknet53_body/Conv_48/BatchNorm/beta', 512, (512,))
    ('yolov3/darknet53_body/Conv_48/BatchNorm/gamma', 512, (512,))
    ('yolov3/darknet53_body/Conv_7/BatchNorm/moving_variance', 64, (64,))
    ('yolov3/yolov3_head/Conv_17/weights', 3, (3, 3, 128, 256))
    ('yolov3/darknet53_body/Conv_29/BatchNorm/gamma', 256, (256,))
    ('yolov3/darknet53_body/Conv_14/BatchNorm/beta', 128, (128,))
    ('yolov3/darknet53_body/Conv_6/BatchNorm/gamma', 128, (128,))
    ('yolov3/darknet53_body/Conv_9/weights', 3, (3, 3, 128, 256))
    ('yolov3/darknet53_body/Conv_1/weights', 3, (3, 3, 32, 64))
    ('yolov3/darknet53_body/Conv_24/BatchNorm/beta', 128, (128,))
    ('yolov3/yolov3_head/Conv_2/BatchNorm/beta', 512, (512,))
    ('yolov3/yolov3_head/Conv_12/BatchNorm/moving_variance', 256, (256,))
    ('yolov3/darknet53_body/Conv_21/BatchNorm/moving_mean', 256, (256,))
    ('yolov3/darknet53_body/Conv_35/BatchNorm/gamma', 256, (256,))
    ('yolov3/darknet53_body/Conv_51/BatchNorm/moving_variance', 1024, (1024,))
    ('yolov3/darknet53_body/Conv_38/BatchNorm/moving_mean', 512, (512,))
    ('yolov3/darknet53_body/Conv_10/BatchNorm/gamma', 128, (128,))
    ('yolov3/darknet53_body/Conv_44/BatchNorm/moving_variance', 512, (512,))
    ('yolov3/darknet53_body/Conv_31/BatchNorm/beta', 256, (256,))
    ('yolov3/yolov3_head/Conv/BatchNorm/moving_mean', 512, (512,))
    ('yolov3/yolov3_head/Conv_13/BatchNorm/beta', 512, (512,))
    ('yolov3/darknet53_body/Conv_18/weights', 1, (1, 1, 256, 128))
    ('yolov3/darknet53_body/Conv_26/BatchNorm/gamma', 512, (512,))
    ('yolov3/darknet53_body/Conv_50/BatchNorm/moving_mean', 512, (512,))
    ('yolov3/darknet53_body/Conv_48/BatchNorm/moving_mean', 512, (512,))
    ('yolov3/yolov3_head/Conv_9/weights', 3, (3, 3, 256, 512))
    ('yolov3/darknet53_body/Conv_7/BatchNorm/beta', 64, (64,))
    ('yolov3/darknet53_body/Conv_12/BatchNorm/moving_variance', 128, (128,))
    ('yolov3/darknet53_body/Conv_23/weights', 3, (3, 3, 128, 256))
    ('yolov3/darknet53_body/Conv_16/BatchNorm/moving_mean', 128, (128,))
    ('yolov3/darknet53_body/Conv_36/BatchNorm/moving_variance', 512, (512,))
    ('yolov3/yolov3_head/Conv_18/BatchNorm/moving_variance', 128, (128,))
    ('yolov3/yolov3_head/Conv_13/BatchNorm/moving_mean', 512, (512,))
    ('yolov3/darknet53_body/Conv_22/BatchNorm/moving_variance', 128, (128,))
    ('yolov3/darknet53_body/Conv_19/weights', 3, (3, 3, 128, 256))
    ('yolov3/darknet53_body/Conv_46/weights', 1, (1, 1, 1024, 512))
    ('yolov3/darknet53_body/Conv_35/weights', 1, (1, 1, 512, 256))
    ('yolov3/darknet53_body/Conv_26/BatchNorm/beta', 512, (512,))
    ('yolov3/darknet53_body/Conv_33/BatchNorm/moving_mean', 256, (256,))
    ('yolov3/yolov3_head/Conv_8/weights', 1, (1, 1, 768, 256))
    ('yolov3/yolov3_head/Conv_1/BatchNorm/moving_mean', 1024, (1024,))
    ('yolov3/darknet53_body/Conv_4/BatchNorm/moving_variance', 128, (128,))
    ('yolov3/darknet53_body/Conv_12/BatchNorm/beta', 128, (128,))
    ('yolov3/darknet53_body/Conv_4/weights', 3, (3, 3, 64, 128))
    ('yolov3/yolov3_head/Conv_19/BatchNorm/moving_mean', 256, (256,))
    ('yolov3/yolov3_head/Conv_4/BatchNorm/beta', 512, (512,))
    ('yolov3/darknet53_body/Conv_36/BatchNorm/moving_mean', 512, (512,))
    ('yolov3/darknet53_body/Conv_40/weights', 3, (3, 3, 256, 512))
    ('yolov3/darknet53_body/Conv_32/weights', 3, (3, 3, 256, 512))
    ('yolov3/darknet53_body/Conv_37/BatchNorm/moving_mean', 256, (256,))
    ('yolov3/darknet53_body/Conv_25/BatchNorm/beta', 256, (256,))
    ('yolov3/yolov3_head/Conv_15/BatchNorm/moving_variance', 128, (128,))
    ('yolov3/darknet53_body/Conv_29/BatchNorm/moving_mean', 256, (256,))
    ('yolov3/darknet53_body/Conv_3/weights', 3, (3, 3, 32, 64))
    ('yolov3/darknet53_body/Conv_2/BatchNorm/moving_variance', 32, (32,))
    ('yolov3/darknet53_body/Conv_11/BatchNorm/gamma', 256, (256,))
    ('yolov3/darknet53_body/Conv_22/weights', 1, (1, 1, 256, 128))
    ('yolov3/darknet53_body/Conv_34/weights', 3, (3, 3, 256, 512))
    ('yolov3/darknet53_body/Conv_48/BatchNorm/moving_variance', 512, (512,))
    ('yolov3/yolov3_head/Conv_16/weights', 1, (1, 1, 384, 128))
    ('yolov3/darknet53_body/Conv_35/BatchNorm/moving_mean', 256, (256,))
    ('yolov3/yolov3_head/Conv_20/BatchNorm/moving_variance', 128, (128,))
    ('yolov3/yolov3_head/Conv_15/BatchNorm/gamma', 128, (128,))
    ('yolov3/darknet53_body/Conv_34/BatchNorm/moving_variance', 512, (512,))
    ('yolov3/darknet53_body/Conv_10/BatchNorm/moving_mean', 128, (128,))
    ('yolov3/darknet53_body/Conv_31/BatchNorm/moving_variance', 256, (256,))
    ('yolov3/darknet53_body/Conv_15/weights', 3, (3, 3, 128, 256))
    ('yolov3/yolov3_head/Conv_14/weights', 1, (1, 1, 512, 255))
    ('yolov3/darknet53_body/Conv_51/BatchNorm/moving_mean', 1024, (1024,))
    ('yolov3/yolov3_head/Conv_2/BatchNorm/moving_mean', 512, (512,))
    ('yolov3/darknet53_body/Conv_35/BatchNorm/beta', 256, (256,))
    ('yolov3/yolov3_head/Conv_4/BatchNorm/moving_variance', 512, (512,))
    ('yolov3/darknet53_body/Conv_22/BatchNorm/moving_mean', 128, (128,))
    ('yolov3/yolov3_head/Conv_11/weights', 3, (3, 3, 256, 512))
    ('yolov3/darknet53_body/Conv_38/BatchNorm/moving_variance', 512, (512,))
    ('yolov3/darknet53_body/Conv_27/BatchNorm/moving_variance', 256, (256,))

# 自己训练的神经网络结构：10个classes #

wu@wu-X555LF:~/YOLOv3_TensorFlow-master/data/darknet_weights/best$ python test.py 
    ('yolov3/darknet53_body/Conv_10/BatchNorm/beta', 128, (128,))
    ('yolov3/darknet53_body/Conv_30/BatchNorm/moving_mean', 512, (512,))
    ('yolov3/yolov3_head/Conv_17/BatchNorm/moving_variance', 256, (256,))
    ('yolov3/yolov3_head/Conv_11/BatchNorm/gamma/Momentum', 512, (512,))
    ('yolov3/yolov3_head/Conv_21/BatchNorm/beta', 256, (256,))
    ('yolov3/darknet53_body/Conv_31/BatchNorm/gamma', 256, (256,))
    ('yolov3/darknet53_body/Conv_39/BatchNorm/beta', 256, (256,))
    ('yolov3/darknet53_body/Conv_5/BatchNorm/moving_mean', 64, (64,))
    ('yolov3/yolov3_head/Conv_12/BatchNorm/beta/Momentum', 256, (256,))
    ('yolov3/darknet53_body/Conv_49/BatchNorm/gamma', 1024, (1024,))
    ('yolov3/yolov3_head/Conv_21/weights/Momentum', 3, (3, 3, 128, 256))
    ('yolov3/darknet53_body/Conv_34/BatchNorm/moving_mean', 512, (512,))
    ('yolov3/yolov3_head/Conv/BatchNorm/moving_variance', 512, (512,))
    ('yolov3/yolov3_head/Conv_18/BatchNorm/moving_mean', 128, (128,))
    ('yolov3/darknet53_body/Conv_3/BatchNorm/gamma', 64, (64,))
    ('yolov3/darknet53_body/Conv_15/BatchNorm/gamma', 256, (256,))
    ('yolov3/darknet53_body/Conv_20/BatchNorm/gamma', 128, (128,))
    ('yolov3/darknet53_body/Conv_47/BatchNorm/moving_variance', 1024, (1024,))
    ('yolov3/yolov3_head/Conv_4/weights', 1, (1, 1, 1024, 512))
    ('yolov3/yolov3_head/Conv_19/BatchNorm/gamma', 256, (256,))
    ('yolov3/darknet53_body/Conv_12/BatchNorm/moving_mean', 128, (128,))
    ('yolov3/darknet53_body/Conv_42/BatchNorm/gamma', 512, (512,))
    ('yolov3/yolov3_head/Conv_3/weights/Momentum', 3, (3, 3, 512, 1024))
    ('yolov3/yolov3_head/Conv_11/BatchNorm/gamma', 512, (512,))
    ('yolov3/yolov3_head/Conv/BatchNorm/beta/Momentum', 512, (512,))
    ('yolov3/yolov3_head/Conv_11/BatchNorm/beta', 512, (512,))
    ('yolov3/yolov3_head/Conv_1/weights/Momentum', 3, (3, 3, 512, 1024))
    ('yolov3/darknet53_body/Conv_12/weights', 1, (1, 1, 256, 128))
    ('yolov3/yolov3_head/Conv_10/BatchNorm/gamma', 256, (256,))
    ('yolov3/darknet53_body/Conv_15/BatchNorm/moving_variance', 256, (256,))
    ('yolov3/yolov3_head/Conv_5/BatchNorm/moving_variance', 1024, (1024,))
    ('yolov3/darknet53_body/Conv_10/weights', 1, (1, 1, 256, 128))
    ('yolov3/darknet53_body/Conv_25/weights', 3, (3, 3, 128, 256))
    ('yolov3/yolov3_head/Conv_13/BatchNorm/moving_variance', 512, (512,))
    ('yolov3/darknet53_body/Conv_32/BatchNorm/moving_variance', 512, (512,))
    ('yolov3/darknet53_body/Conv_13/BatchNorm/moving_variance', 256, (256,))
    ('yolov3/darknet53_body/Conv_19/BatchNorm/beta', 256, (256,))
    ('yolov3/darknet53_body/Conv_13/BatchNorm/beta', 256, (256,))
    ('yolov3/darknet53_body/Conv_13/BatchNorm/gamma', 256, (256,))
    ('yolov3/yolov3_head/Conv_7/BatchNorm/beta/Momentum', 256, (256,))
    ('yolov3/darknet53_body/Conv_2/BatchNorm/beta', 32, (32,))
    ('yolov3/yolov3_head/Conv_5/BatchNorm/beta/Momentum', 1024, (1024,))
    ('yolov3/darknet53_body/Conv_37/weights', 1, (1, 1, 512, 256))
    ('yolov3/darknet53_body/Conv_7/BatchNorm/gamma', 64, (64,))
    ('yolov3/yolov3_head/Conv_4/BatchNorm/moving_mean', 512, (512,))
    ('yolov3/darknet53_body/Conv_7/BatchNorm/moving_mean', 64, (64,))
    ('yolov3/yolov3_head/Conv_5/BatchNorm/gamma', 1024, (1024,))
    ('yolov3/darknet53_body/Conv_21/BatchNorm/moving_variance', 256, (256,))
    ('yolov3/yolov3_head/Conv_9/BatchNorm/moving_mean', 512, (512,))
    ('yolov3/yolov3_head/Conv_18/weights', 1, (1, 1, 256, 128))
    ('yolov3/yolov3_head/Conv_22/biases', 45, (45,))
    ('yolov3/darknet53_body/Conv_21/BatchNorm/gamma', 256, (256,))
    ('yolov3/darknet53_body/Conv_2/BatchNorm/gamma', 32, (32,))
    ('yolov3/yolov3_head/Conv_3/BatchNorm/beta', 1024, (1024,))
    ('yolov3/darknet53_body/Conv_42/weights', 3, (3, 3, 256, 512))
    ('yolov3/yolov3_head/Conv_15/BatchNorm/moving_mean', 128, (128,))
    ('yolov3/darknet53_body/Conv_16/BatchNorm/moving_variance', 128, (128,))
    ('yolov3/darknet53_body/Conv_18/BatchNorm/beta', 128, (128,))
    ('yolov3/darknet53_body/Conv_30/weights', 3, (3, 3, 256, 512))
    ('yolov3/yolov3_head/Conv_21/BatchNorm/gamma', 256, (256,))
    ('yolov3/darknet53_body/Conv_41/BatchNorm/gamma', 256, (256,))
    ('yolov3/darknet53_body/Conv_5/weights', 1, (1, 1, 128, 64))
    ('yolov3/darknet53_body/Conv_6/BatchNorm/moving_mean', 128, (128,))
    ('yolov3/darknet53_body/Conv_45/BatchNorm/beta', 1024, (1024,))
    ('yolov3/yolov3_head/Conv_6/weights', 1, (1, 1, 1024, 45))
    ('yolov3/yolov3_head/Conv_22/weights/Momentum', 1, (1, 1, 256, 45))
    ('yolov3/yolov3_head/Conv_4/BatchNorm/beta/Momentum', 512, (512,))
    ('yolov3/yolov3_head/Conv_19/weights/Momentum', 3, (3, 3, 128, 256))
    ('yolov3/darknet53_body/Conv_51/BatchNorm/gamma', 1024, (1024,))
    ('yolov3/yolov3_head/Conv_10/BatchNorm/moving_mean', 256, (256,))
    ('yolov3/darknet53_body/Conv_47/weights', 3, (3, 3, 512, 1024))
    ('yolov3/yolov3_head/Conv_1/BatchNorm/beta', 1024, (1024,))
    ('yolov3/darknet53_body/Conv_34/BatchNorm/beta', 512, (512,))
    ('yolov3/yolov3_head/Conv_5/weights', 3, (3, 3, 512, 1024))
    ('yolov3/darknet53_body/Conv_51/weights', 3, (3, 3, 512, 1024))
    ('yolov3/darknet53_body/Conv_50/BatchNorm/gamma', 512, (512,))
    ('yolov3/darknet53_body/Conv_36/BatchNorm/gamma', 512, (512,))
    ('yolov3/darknet53_body/Conv_29/BatchNorm/moving_variance', 256, (256,))
    ('yolov3/darknet53_body/Conv_27/weights', 1, (1, 1, 512, 256))
    ('yolov3/darknet53_body/Conv_50/BatchNorm/beta', 512, (512,))
    ('yolov3/yolov3_head/Conv_7/BatchNorm/gamma', 256, (256,))
    ('yolov3/darknet53_body/Conv_51/BatchNorm/beta', 1024, (1024,))
    ('yolov3/yolov3_head/Conv_2/BatchNorm/gamma', 512, (512,))
    ('yolov3/darknet53_body/Conv_43/BatchNorm/moving_variance', 1024, (1024,))
    ('yolov3/darknet53_body/Conv_45/BatchNorm/gamma', 1024, (1024,))
    ('yolov3/yolov3_head/Conv_20/BatchNorm/gamma', 128, (128,))
    ('yolov3/darknet53_body/Conv_37/BatchNorm/gamma', 256, (256,))
    ('yolov3/yolov3_head/Conv_12/weights', 1, (1, 1, 512, 256))
    ('yolov3/darknet53_body/Conv_45/BatchNorm/moving_variance', 1024, (1024,))
    ('yolov3/yolov3_head/Conv_5/BatchNorm/moving_mean', 1024, (1024,))
    ('yolov3/darknet53_body/Conv_6/BatchNorm/beta', 128, (128,))
    ('yolov3/yolov3_head/Conv_1/BatchNorm/gamma/Momentum', 1024, (1024,))
    ('yolov3/darknet53_body/Conv_19/BatchNorm/moving_mean', 256, (256,))
    ('yolov3/yolov3_head/Conv_8/BatchNorm/beta', 256, (256,))
    ('yolov3/darknet53_body/Conv_13/BatchNorm/moving_mean', 256, (256,))
    ('yolov3/darknet53_body/Conv_41/BatchNorm/moving_mean', 256, (256,))
    ('yolov3/darknet53_body/Conv_50/weights', 1, (1, 1, 1024, 512))
    ('yolov3/darknet53_body/Conv_8/BatchNorm/gamma', 128, (128,))
    ('yolov3/yolov3_head/Conv_19/BatchNorm/gamma/Momentum', 256, (256,))
    ('yolov3/yolov3_head/Conv/weights', 1, (1, 1, 1024, 512))
    ('yolov3/yolov3_head/Conv_7/BatchNorm/gamma/Momentum', 256, (256,))
    ('yolov3/darknet53_body/Conv_17/BatchNorm/moving_mean', 256, (256,))
    ('yolov3/yolov3_head/Conv_2/weights', 1, (1, 1, 1024, 512))
    ('yolov3/yolov3_head/Conv_9/BatchNorm/gamma', 512, (512,))
    ('yolov3/darknet53_body/Conv_42/BatchNorm/moving_variance', 512, (512,))
    ('yolov3/darknet53_body/Conv_17/BatchNorm/moving_variance', 256, (256,))
    ('yolov3/darknet53_body/Conv_4/BatchNorm/gamma', 128, (128,))
    ('yolov3/darknet53_body/Conv_25/BatchNorm/moving_variance', 256, (256,))
    ('yolov3/darknet53_body/Conv_32/BatchNorm/moving_mean', 512, (512,))
    ('yolov3/darknet53_body/Conv_19/BatchNorm/moving_variance', 256, (256,))
    ('yolov3/darknet53_body/Conv_40/BatchNorm/gamma', 512, (512,))
    ('yolov3/darknet53_body/Conv_41/BatchNorm/beta', 256, (256,))
    ('yolov3/darknet53_body/Conv_23/BatchNorm/moving_variance', 256, (256,))
    ('yolov3/yolov3_head/Conv_2/BatchNorm/moving_variance', 512, (512,))
    ('yolov3/yolov3_head/Conv_12/BatchNorm/gamma/Momentum', 256, (256,))
    ('yolov3/yolov3_head/Conv_15/BatchNorm/beta/Momentum', 128, (128,))
    ('yolov3/yolov3_head/Conv_16/BatchNorm/beta/Momentum', 128, (128,))
    ('yolov3/darknet53_body/Conv_9/BatchNorm/beta', 256, (256,))
    ('yolov3/darknet53_body/Conv_27/BatchNorm/moving_mean', 256, (256,))
    ('yolov3/darknet53_body/Conv_28/BatchNorm/beta', 512, (512,))
    ('yolov3/darknet53_body/Conv_45/weights', 3, (3, 3, 512, 1024))
    ('yolov3/darknet53_body/Conv_46/BatchNorm/beta', 512, (512,))
    ('yolov3/darknet53_body/Conv_35/BatchNorm/moving_variance', 256, (256,))
    ('yolov3/darknet53_body/Conv_3/BatchNorm/moving_variance', 64, (64,))
    ('yolov3/darknet53_body/Conv_46/BatchNorm/moving_variance', 512, (512,))
    ('yolov3/darknet53_body/Conv_1/BatchNorm/moving_variance', 64, (64,))
    ('yolov3/darknet53_body/Conv_30/BatchNorm/beta', 512, (512,))
    ('yolov3/yolov3_head/Conv_18/BatchNorm/gamma', 128, (128,))
    ('yolov3/yolov3_head/Conv_9/BatchNorm/beta', 512, (512,))
    ('yolov3/yolov3_head/Conv_10/weights', 1, (1, 1, 512, 256))
    ('yolov3/yolov3_head/Conv_22/weights', 1, (1, 1, 256, 45))
    ('yolov3/darknet53_body/Conv_11/weights', 3, (3, 3, 128, 256))
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    ('yolov3/darknet53_body/Conv_46/weights', 1, (1, 1, 1024, 512))
    ('yolov3/darknet53_body/Conv_35/weights', 1, (1, 1, 512, 256))
    ('yolov3/darknet53_body/Conv_26/BatchNorm/beta', 512, (512,))
    ('yolov3/darknet53_body/Conv_33/BatchNorm/moving_mean', 256, (256,))
    ('yolov3/yolov3_head/Conv_11/BatchNorm/beta/Momentum', 512, (512,))
    ('yolov3/yolov3_head/Conv_8/weights', 1, (1, 1, 768, 256))
    ('yolov3/yolov3_head/Conv_1/BatchNorm/moving_mean', 1024, (1024,))
    ('yolov3/darknet53_body/Conv_4/BatchNorm/moving_variance', 128, (128,))
    ('yolov3/yolov3_head/Conv_18/BatchNorm/beta/Momentum', 128, (128,))
    ('yolov3/darknet53_body/Conv_12/BatchNorm/beta', 128, (128,))
    ('yolov3/darknet53_body/Conv_4/weights', 3, (3, 3, 64, 128))
    ('yolov3/yolov3_head/Conv_19/BatchNorm/moving_mean', 256, (256,))
    ('yolov3/yolov3_head/Conv_20/weights/Momentum', 1, (1, 1, 256, 128))
    ('yolov3/yolov3_head/Conv_4/BatchNorm/beta', 512, (512,))
    ('yolov3/darknet53_body/Conv_36/BatchNorm/moving_mean', 512, (512,))
    ('yolov3/darknet53_body/Conv_40/weights', 3, (3, 3, 256, 512))
    ('yolov3/darknet53_body/Conv_32/weights', 3, (3, 3, 256, 512))
    ('yolov3/darknet53_body/Conv_16/BatchNorm/beta', 128, (128,))
    ('yolov3/yolov3_head/Conv_20/BatchNorm/beta/Momentum', 128, (128,))
    ('yolov3/darknet53_body/Conv_25/BatchNorm/beta', 256, (256,))
    ('yolov3/yolov3_head/Conv_9/BatchNorm/gamma/Momentum', 512, (512,))
    ('yolov3/yolov3_head/Conv_15/BatchNorm/moving_variance', 128, (128,))
    ('yolov3/darknet53_body/Conv_29/BatchNorm/moving_mean', 256, (256,))
    ('yolov3/darknet53_body/Conv_3/weights', 3, (3, 3, 32, 64))
    ('yolov3/darknet53_body/Conv_41/BatchNorm/moving_variance', 256, (256,))
    ('yolov3/darknet53_body/Conv_11/BatchNorm/gamma', 256, (256,))
    ('yolov3/darknet53_body/Conv_22/weights', 1, (1, 1, 256, 128))
    ('yolov3/yolov3_head/Conv_2/weights/Momentum', 1, (1, 1, 1024, 512))
    ('yolov3/darknet53_body/Conv_48/BatchNorm/moving_variance', 512, (512,))
    ('yolov3/yolov3_head/Conv_7/BatchNorm/beta', 256, (256,))
    ('yolov3/darknet53_body/Conv_35/BatchNorm/moving_mean', 256, (256,))
    ('yolov3/yolov3_head/Conv_8/BatchNorm/gamma/Momentum', 256, (256,))
    ('yolov3/yolov3_head/Conv_20/BatchNorm/moving_variance', 128, (128,))
    ('yolov3/yolov3_head/Conv_15/BatchNorm/gamma', 128, (128,))
    ('yolov3/darknet53_body/Conv_34/BatchNorm/moving_variance', 512, (512,))
    ('yolov3/darknet53_body/Conv_10/BatchNorm/moving_mean', 128, (128,))
    ('yolov3/darknet53_body/Conv_31/BatchNorm/moving_variance', 256, (256,))
    ('yolov3/darknet53_body/Conv_15/weights', 3, (3, 3, 128, 256))
    ('yolov3/yolov3_head/Conv_14/weights', 1, (1, 1, 512, 45))
    ('yolov3/darknet53_body/Conv_51/BatchNorm/moving_mean', 1024, (1024,))
    ('yolov3/darknet53_body/Conv_26/BatchNorm/gamma', 512, (512,))
    ('yolov3/darknet53_body/Conv_7/BatchNorm/beta', 64, (64,))
    ('yolov3/yolov3_head/Conv_4/BatchNorm/moving_variance', 512, (512,))
    ('yolov3/darknet53_body/Conv_22/BatchNorm/moving_mean', 128, (128,))
    ('yolov3/yolov3_head/Conv_11/weights', 3, (3, 3, 256, 512))
    ('yolov3/yolov3_head/Conv_19/BatchNorm/beta/Momentum', 256, (256,))
    ('yolov3/darknet53_body/Conv_38/BatchNorm/moving_variance', 512, (512,))
    ('yolov3/darknet53_body/Conv_27/BatchNorm/moving_variance', 256, (256,))

[https_github.com_wizyoung_YOLOv3_TensorFlow]: https://github.com/wizyoung/YOLOv3_TensorFlow