DL之RetinaNet:基于RetinaNet算法(keras框架)利用resnet50_coco数据集(.h5文件)实现目标检测(二)

简介: DL之RetinaNet:基于RetinaNet算法(keras框架)利用resnet50_coco数据集(.h5文件)实现目标检测

更多输出

Using TensorFlow backend.

2019-08-27 21:56:31.376015:

__________________________________________________________________________________________________

Layer (type)                    Output Shape         Param #     Connected to                    

==================================================================================================

input_1 (InputLayer)            (None, None, None, 3 0                                            

__________________________________________________________________________________________________

padding_conv1 (ZeroPadding2D)   (None, None, None, 3 0           input_1[0][0]                    

__________________________________________________________________________________________________

conv1 (Conv2D)                  (None, None, None, 6 9408        padding_conv1[0][0]              

__________________________________________________________________________________________________

bn_conv1 (BatchNormalization)   (None, None, None, 6 256         conv1[0][0]                      

__________________________________________________________________________________________________

conv1_relu (Activation)         (None, None, None, 6 0           bn_conv1[0][0]                  

__________________________________________________________________________________________________

pool1 (MaxPooling2D)            (None, None, None, 6 0           conv1_relu[0][0]                

__________________________________________________________________________________________________

res2a_branch2a (Conv2D)         (None, None, None, 6 4096        pool1[0][0]                      

__________________________________________________________________________________________________

bn2a_branch2a (BatchNormalizati (None, None, None, 6 256         res2a_branch2a[0][0]            

__________________________________________________________________________________________________

res2a_branch2a_relu (Activation (None, None, None, 6 0           bn2a_branch2a[0][0]              

__________________________________________________________________________________________________

padding2a_branch2b (ZeroPadding (None, None, None, 6 0           res2a_branch2a_relu[0][0]        

__________________________________________________________________________________________________

res2a_branch2b (Conv2D)         (None, None, None, 6 36864       padding2a_branch2b[0][0]        

__________________________________________________________________________________________________

bn2a_branch2b (BatchNormalizati (None, None, None, 6 256         res2a_branch2b[0][0]            

__________________________________________________________________________________________________

res2a_branch2b_relu (Activation (None, None, None, 6 0           bn2a_branch2b[0][0]              

__________________________________________________________________________________________________

res2a_branch2c (Conv2D)         (None, None, None, 2 16384       res2a_branch2b_relu[0][0]        

__________________________________________________________________________________________________

res2a_branch1 (Conv2D)          (None, None, None, 2 16384       pool1[0][0]                      

__________________________________________________________________________________________________

bn2a_branch2c (BatchNormalizati (None, None, None, 2 1024        res2a_branch2c[0][0]            

__________________________________________________________________________________________________

bn2a_branch1 (BatchNormalizatio (None, None, None, 2 1024        res2a_branch1[0][0]              

__________________________________________________________________________________________________

res2a (Add)                     (None, None, None, 2 0           bn2a_branch2c[0][0]              

                                                                bn2a_branch1[0][0]              

__________________________________________________________________________________________________

res2a_relu (Activation)         (None, None, None, 2 0           res2a[0][0]                      

__________________________________________________________________________________________________

res2b_branch2a (Conv2D)         (None, None, None, 6 16384       res2a_relu[0][0]                

__________________________________________________________________________________________________

bn2b_branch2a (BatchNormalizati (None, None, None, 6 256         res2b_branch2a[0][0]            

__________________________________________________________________________________________________

res2b_branch2a_relu (Activation (None, None, None, 6 0           bn2b_branch2a[0][0]              

__________________________________________________________________________________________________

padding2b_branch2b (ZeroPadding (None, None, None, 6 0           res2b_branch2a_relu[0][0]        

__________________________________________________________________________________________________

res2b_branch2b (Conv2D)         (None, None, None, 6 36864       padding2b_branch2b[0][0]        

__________________________________________________________________________________________________

bn2b_branch2b (BatchNormalizati (None, None, None, 6 256         res2b_branch2b[0][0]            

__________________________________________________________________________________________________

res2b_branch2b_relu (Activation (None, None, None, 6 0           bn2b_branch2b[0][0]              

__________________________________________________________________________________________________

res2b_branch2c (Conv2D)         (None, None, None, 2 16384       res2b_branch2b_relu[0][0]        

__________________________________________________________________________________________________

bn2b_branch2c (BatchNormalizati (None, None, None, 2 1024        res2b_branch2c[0][0]            

__________________________________________________________________________________________________

res2b (Add)                     (None, None, None, 2 0           bn2b_branch2c[0][0]              

                                                                res2a_relu[0][0]                

__________________________________________________________________________________________________

res2b_relu (Activation)         (None, None, None, 2 0           res2b[0][0]                      

__________________________________________________________________________________________________

res2c_branch2a (Conv2D)         (None, None, None, 6 16384       res2b_relu[0][0]                

__________________________________________________________________________________________________

bn2c_branch2a (BatchNormalizati (None, None, None, 6 256         res2c_branch2a[0][0]            

__________________________________________________________________________________________________

res2c_branch2a_relu (Activation (None, None, None, 6 0           bn2c_branch2a[0][0]              

__________________________________________________________________________________________________

padding2c_branch2b (ZeroPadding (None, None, None, 6 0           res2c_branch2a_relu[0][0]        

__________________________________________________________________________________________________

res2c_branch2b (Conv2D)         (None, None, None, 6 36864       padding2c_branch2b[0][0]        

__________________________________________________________________________________________________

bn2c_branch2b (BatchNormalizati (None, None, None, 6 256         res2c_branch2b[0][0]            

__________________________________________________________________________________________________

res2c_branch2b_relu (Activation (None, None, None, 6 0           bn2c_branch2b[0][0]              

__________________________________________________________________________________________________

res2c_branch2c (Conv2D)         (None, None, None, 2 16384       res2c_branch2b_relu[0][0]        

__________________________________________________________________________________________________

bn2c_branch2c (BatchNormalizati (None, None, None, 2 1024        res2c_branch2c[0][0]            

__________________________________________________________________________________________________

res2c (Add)                     (None, None, None, 2 0           bn2c_branch2c[0][0]              

                                                                res2b_relu[0][0]                

__________________________________________________________________________________________________

res2c_relu (Activation)         (None, None, None, 2 0           res2c[0][0]                      

__________________________________________________________________________________________________

res3a_branch2a (Conv2D)         (None, None, None, 1 32768       res2c_relu[0][0]                

__________________________________________________________________________________________________

bn3a_branch2a (BatchNormalizati (None, None, None, 1 512         res3a_branch2a[0][0]            

__________________________________________________________________________________________________

res3a_branch2a_relu (Activation (None, None, None, 1 0           bn3a_branch2a[0][0]              

__________________________________________________________________________________________________

padding3a_branch2b (ZeroPadding (None, None, None, 1 0           res3a_branch2a_relu[0][0]        

__________________________________________________________________________________________________

res3a_branch2b (Conv2D)         (None, None, None, 1 147456      padding3a_branch2b[0][0]        

__________________________________________________________________________________________________

bn3a_branch2b (BatchNormalizati (None, None, None, 1 512         res3a_branch2b[0][0]            

__________________________________________________________________________________________________

res3a_branch2b_relu (Activation (None, None, None, 1 0           bn3a_branch2b[0][0]              

__________________________________________________________________________________________________

res3a_branch2c (Conv2D)         (None, None, None, 5 65536       res3a_branch2b_relu[0][0]        

__________________________________________________________________________________________________

res3a_branch1 (Conv2D)          (None, None, None, 5 131072      res2c_relu[0][0]                

__________________________________________________________________________________________________

bn3a_branch2c (BatchNormalizati (None, None, None, 5 2048        res3a_branch2c[0][0]            

__________________________________________________________________________________________________

bn3a_branch1 (BatchNormalizatio (None, None, None, 5 2048        res3a_branch1[0][0]              

__________________________________________________________________________________________________

res3a (Add)                     (None, None, None, 5 0           bn3a_branch2c[0][0]              

                                                                bn3a_branch1[0][0]              

__________________________________________________________________________________________________

res3a_relu (Activation)         (None, None, None, 5 0           res3a[0][0]                      

__________________________________________________________________________________________________

res3b_branch2a (Conv2D)         (None, None, None, 1 65536       res3a_relu[0][0]                

__________________________________________________________________________________________________

bn3b_branch2a (BatchNormalizati (None, None, None, 1 512         res3b_branch2a[0][0]            

__________________________________________________________________________________________________

res3b_branch2a_relu (Activation (None, None, None, 1 0           bn3b_branch2a[0][0]              

__________________________________________________________________________________________________

padding3b_branch2b (ZeroPadding (None, None, None, 1 0           res3b_branch2a_relu[0][0]        

__________________________________________________________________________________________________

res3b_branch2b (Conv2D)         (None, None, None, 1 147456      padding3b_branch2b[0][0]        

__________________________________________________________________________________________________

bn3b_branch2b (BatchNormalizati (None, None, None, 1 512         res3b_branch2b[0][0]            

__________________________________________________________________________________________________

res3b_branch2b_relu (Activation (None, None, None, 1 0           bn3b_branch2b[0][0]              

__________________________________________________________________________________________________

res3b_branch2c (Conv2D)         (None, None, None, 5 65536       res3b_branch2b_relu[0][0]        

__________________________________________________________________________________________________

bn3b_branch2c (BatchNormalizati (None, None, None, 5 2048        res3b_branch2c[0][0]            

__________________________________________________________________________________________________

res3b (Add)                     (None, None, None, 5 0           bn3b_branch2c[0][0]              

                                                                res3a_relu[0][0]                

__________________________________________________________________________________________________

res3b_relu (Activation)         (None, None, None, 5 0           res3b[0][0]                      

__________________________________________________________________________________________________

res3c_branch2a (Conv2D)         (None, None, None, 1 65536       res3b_relu[0][0]                

__________________________________________________________________________________________________

bn3c_branch2a (BatchNormalizati (None, None, None, 1 512         res3c_branch2a[0][0]            

__________________________________________________________________________________________________

res3c_branch2a_relu (Activation (None, None, None, 1 0           bn3c_branch2a[0][0]              

__________________________________________________________________________________________________

padding3c_branch2b (ZeroPadding (None, None, None, 1 0           res3c_branch2a_relu[0][0]        

__________________________________________________________________________________________________

res3c_branch2b (Conv2D)         (None, None, None, 1 147456      padding3c_branch2b[0][0]        

__________________________________________________________________________________________________

bn3c_branch2b (BatchNormalizati (None, None, None, 1 512         res3c_branch2b[0][0]            

__________________________________________________________________________________________________

res3c_branch2b_relu (Activation (None, None, None, 1 0           bn3c_branch2b[0][0]              

__________________________________________________________________________________________________

res3c_branch2c (Conv2D)         (None, None, None, 5 65536       res3c_branch2b_relu[0][0]        

__________________________________________________________________________________________________

bn3c_branch2c (BatchNormalizati (None, None, None, 5 2048        res3c_branch2c[0][0]            

__________________________________________________________________________________________________

res3c (Add)                     (None, None, None, 5 0           bn3c_branch2c[0][0]              

                                                                res3b_relu[0][0]                

__________________________________________________________________________________________________

res3c_relu (Activation)         (None, None, None, 5 0           res3c[0][0]                      

__________________________________________________________________________________________________

res3d_branch2a (Conv2D)         (None, None, None, 1 65536       res3c_relu[0][0]                

__________________________________________________________________________________________________

bn3d_branch2a (BatchNormalizati (None, None, None, 1 512         res3d_branch2a[0][0]            

__________________________________________________________________________________________________

res3d_branch2a_relu (Activation (None, None, None, 1 0           bn3d_branch2a[0][0]              

__________________________________________________________________________________________________

padding3d_branch2b (ZeroPadding (None, None, None, 1 0           res3d_branch2a_relu[0][0]        

__________________________________________________________________________________________________

res3d_branch2b (Conv2D)         (None, None, None, 1 147456      padding3d_branch2b[0][0]        

__________________________________________________________________________________________________

bn3d_branch2b (BatchNormalizati (None, None, None, 1 512         res3d_branch2b[0][0]            

__________________________________________________________________________________________________

res3d_branch2b_relu (Activation (None, None, None, 1 0           bn3d_branch2b[0][0]              

__________________________________________________________________________________________________

res3d_branch2c (Conv2D)         (None, None, None, 5 65536       res3d_branch2b_relu[0][0]        

__________________________________________________________________________________________________

bn3d_branch2c (BatchNormalizati (None, None, None, 5 2048        res3d_branch2c[0][0]            

__________________________________________________________________________________________________

res3d (Add)                     (None, None, None, 5 0           bn3d_branch2c[0][0]              

                                                                res3c_relu[0][0]                

__________________________________________________________________________________________________

res3d_relu (Activation)         (None, None, None, 5 0           res3d[0][0]                      

__________________________________________________________________________________________________

res4a_branch2a (Conv2D)         (None, None, None, 2 131072      res3d_relu[0][0]                

__________________________________________________________________________________________________

bn4a_branch2a (BatchNormalizati (None, None, None, 2 1024        res4a_branch2a[0][0]            

__________________________________________________________________________________________________

res4a_branch2a_relu (Activation (None, None, None, 2 0           bn4a_branch2a[0][0]              

__________________________________________________________________________________________________

padding4a_branch2b (ZeroPadding (None, None, None, 2 0           res4a_branch2a_relu[0][0]        

__________________________________________________________________________________________________

res4a_branch2b (Conv2D)         (None, None, None, 2 589824      padding4a_branch2b[0][0]        

__________________________________________________________________________________________________

bn4a_branch2b (BatchNormalizati (None, None, None, 2 1024        res4a_branch2b[0][0]            

__________________________________________________________________________________________________

res4a_branch2b_relu (Activation (None, None, None, 2 0           bn4a_branch2b[0][0]              

__________________________________________________________________________________________________

res4a_branch2c (Conv2D)         (None, None, None, 1 262144      res4a_branch2b_relu[0][0]        

__________________________________________________________________________________________________

res4a_branch1 (Conv2D)          (None, None, None, 1 524288      res3d_relu[0][0]                

__________________________________________________________________________________________________

bn4a_branch2c (BatchNormalizati (None, None, None, 1 4096        res4a_branch2c[0][0]            

__________________________________________________________________________________________________

bn4a_branch1 (BatchNormalizatio (None, None, None, 1 4096        res4a_branch1[0][0]              

__________________________________________________________________________________________________

res4a (Add)                     (None, None, None, 1 0           bn4a_branch2c[0][0]              

                                                                bn4a_branch1[0][0]              

__________________________________________________________________________________________________

res4a_relu (Activation)         (None, None, None, 1 0           res4a[0][0]                      

__________________________________________________________________________________________________

res4b_branch2a (Conv2D)         (None, None, None, 2 262144      res4a_relu[0][0]                

__________________________________________________________________________________________________

bn4b_branch2a (BatchNormalizati (None, None, None, 2 1024        res4b_branch2a[0][0]            

__________________________________________________________________________________________________

res4b_branch2a_relu (Activation (None, None, None, 2 0           bn4b_branch2a[0][0]              

__________________________________________________________________________________________________

padding4b_branch2b (ZeroPadding (None, None, None, 2 0           res4b_branch2a_relu[0][0]        

__________________________________________________________________________________________________

res4b_branch2b (Conv2D)         (None, None, None, 2 589824      padding4b_branch2b[0][0]        

__________________________________________________________________________________________________

bn4b_branch2b (BatchNormalizati (None, None, None, 2 1024        res4b_branch2b[0][0]            

__________________________________________________________________________________________________

res4b_branch2b_relu (Activation (None, None, None, 2 0           bn4b_branch2b[0][0]              

__________________________________________________________________________________________________

res4b_branch2c (Conv2D)         (None, None, None, 1 262144      res4b_branch2b_relu[0][0]        

__________________________________________________________________________________________________

bn4b_branch2c (BatchNormalizati (None, None, None, 1 4096        res4b_branch2c[0][0]            

__________________________________________________________________________________________________

res4b (Add)                     (None, None, None, 1 0           bn4b_branch2c[0][0]              

                                                                res4a_relu[0][0]                

__________________________________________________________________________________________________

res4b_relu (Activation)         (None, None, None, 1 0           res4b[0][0]                      

__________________________________________________________________________________________________

res4c_branch2a (Conv2D)         (None, None, None, 2 262144      res4b_relu[0][0]                

__________________________________________________________________________________________________

bn4c_branch2a (BatchNormalizati (None, None, None, 2 1024        res4c_branch2a[0][0]            

__________________________________________________________________________________________________

res4c_branch2a_relu (Activation (None, None, None, 2 0           bn4c_branch2a[0][0]              

__________________________________________________________________________________________________

padding4c_branch2b (ZeroPadding (None, None, None, 2 0           res4c_branch2a_relu[0][0]        

__________________________________________________________________________________________________

res4c_branch2b (Conv2D)         (None, None, None, 2 589824      padding4c_branch2b[0][0]        

__________________________________________________________________________________________________

bn4c_branch2b (BatchNormalizati (None, None, None, 2 1024        res4c_branch2b[0][0]            

__________________________________________________________________________________________________

res4c_branch2b_relu (Activation (None, None, None, 2 0           bn4c_branch2b[0][0]              

__________________________________________________________________________________________________

res4c_branch2c (Conv2D)         (None, None, None, 1 262144      res4c_branch2b_relu[0][0]        

__________________________________________________________________________________________________

bn4c_branch2c (BatchNormalizati (None, None, None, 1 4096        res4c_branch2c[0][0]            

__________________________________________________________________________________________________

res4c (Add)                     (None, None, None, 1 0           bn4c_branch2c[0][0]              

                                                                res4b_relu[0][0]                

__________________________________________________________________________________________________

res4c_relu (Activation)         (None, None, None, 1 0           res4c[0][0]                      

__________________________________________________________________________________________________

res4d_branch2a (Conv2D)         (None, None, None, 2 262144      res4c_relu[0][0]                

__________________________________________________________________________________________________

bn4d_branch2a (BatchNormalizati (None, None, None, 2 1024        res4d_branch2a[0][0]            

__________________________________________________________________________________________________

res4d_branch2a_relu (Activation (None, None, None, 2 0           bn4d_branch2a[0][0]              

__________________________________________________________________________________________________

padding4d_branch2b (ZeroPadding (None, None, None, 2 0           res4d_branch2a_relu[0][0]        

__________________________________________________________________________________________________

res4d_branch2b (Conv2D)         (None, None, None, 2 589824      padding4d_branch2b[0][0]        

__________________________________________________________________________________________________

bn4d_branch2b (BatchNormalizati (None, None, None, 2 1024        res4d_branch2b[0][0]            

__________________________________________________________________________________________________

res4d_branch2b_relu (Activation (None, None, None, 2 0           bn4d_branch2b[0][0]              

__________________________________________________________________________________________________

res4d_branch2c (Conv2D)         (None, None, None, 1 262144      res4d_branch2b_relu[0][0]        

__________________________________________________________________________________________________

bn4d_branch2c (BatchNormalizati (None, None, None, 1 4096        res4d_branch2c[0][0]            

__________________________________________________________________________________________________

res4d (Add)                     (None, None, None, 1 0           bn4d_branch2c[0][0]              

                                                                res4c_relu[0][0]                

__________________________________________________________________________________________________

res4d_relu (Activation)         (None, None, None, 1 0           res4d[0][0]                      

__________________________________________________________________________________________________

res4e_branch2a (Conv2D)         (None, None, None, 2 262144      res4d_relu[0][0]                

__________________________________________________________________________________________________

bn4e_branch2a (BatchNormalizati (None, None, None, 2 1024        res4e_branch2a[0][0]            

__________________________________________________________________________________________________

res4e_branch2a_relu (Activation (None, None, None, 2 0           bn4e_branch2a[0][0]              

__________________________________________________________________________________________________

padding4e_branch2b (ZeroPadding (None, None, None, 2 0           res4e_branch2a_relu[0][0]        

__________________________________________________________________________________________________

res4e_branch2b (Conv2D)         (None, None, None, 2 589824      padding4e_branch2b[0][0]        

__________________________________________________________________________________________________

bn4e_branch2b (BatchNormalizati (None, None, None, 2 1024        res4e_branch2b[0][0]            

__________________________________________________________________________________________________

res4e_branch2b_relu (Activation (None, None, None, 2 0           bn4e_branch2b[0][0]              

__________________________________________________________________________________________________

res4e_branch2c (Conv2D)         (None, None, None, 1 262144      res4e_branch2b_relu[0][0]        

__________________________________________________________________________________________________

bn4e_branch2c (BatchNormalizati (None, None, None, 1 4096        res4e_branch2c[0][0]            

__________________________________________________________________________________________________

res4e (Add)                     (None, None, None, 1 0           bn4e_branch2c[0][0]              

                                                                res4d_relu[0][0]                

__________________________________________________________________________________________________

res4e_relu (Activation)         (None, None, None, 1 0           res4e[0][0]                      

__________________________________________________________________________________________________

res4f_branch2a (Conv2D)         (None, None, None, 2 262144      res4e_relu[0][0]                

__________________________________________________________________________________________________

bn4f_branch2a (BatchNormalizati (None, None, None, 2 1024        res4f_branch2a[0][0]            

__________________________________________________________________________________________________

res4f_branch2a_relu (Activation (None, None, None, 2 0           bn4f_branch2a[0][0]              

__________________________________________________________________________________________________

padding4f_branch2b (ZeroPadding (None, None, None, 2 0           res4f_branch2a_relu[0][0]        

__________________________________________________________________________________________________

res4f_branch2b (Conv2D)         (None, None, None, 2 589824      padding4f_branch2b[0][0]        

__________________________________________________________________________________________________

bn4f_branch2b (BatchNormalizati (None, None, None, 2 1024        res4f_branch2b[0][0]            

__________________________________________________________________________________________________

res4f_branch2b_relu (Activation (None, None, None, 2 0           bn4f_branch2b[0][0]              

__________________________________________________________________________________________________

res4f_branch2c (Conv2D)         (None, None, None, 1 262144      res4f_branch2b_relu[0][0]        

__________________________________________________________________________________________________

bn4f_branch2c (BatchNormalizati (None, None, None, 1 4096        res4f_branch2c[0][0]            

__________________________________________________________________________________________________

res4f (Add)                     (None, None, None, 1 0           bn4f_branch2c[0][0]              

                                                                res4e_relu[0][0]                

__________________________________________________________________________________________________

res4f_relu (Activation)         (None, None, None, 1 0           res4f[0][0]                      

__________________________________________________________________________________________________

res5a_branch2a (Conv2D)         (None, None, None, 5 524288      res4f_relu[0][0]                

__________________________________________________________________________________________________

bn5a_branch2a (BatchNormalizati (None, None, None, 5 2048        res5a_branch2a[0][0]            

__________________________________________________________________________________________________

res5a_branch2a_relu (Activation (None, None, None, 5 0           bn5a_branch2a[0][0]              

__________________________________________________________________________________________________

padding5a_branch2b (ZeroPadding (None, None, None, 5 0           res5a_branch2a_relu[0][0]        

__________________________________________________________________________________________________

res5a_branch2b (Conv2D)         (None, None, None, 5 2359296     padding5a_branch2b[0][0]        

__________________________________________________________________________________________________

bn5a_branch2b (BatchNormalizati (None, None, None, 5 2048        res5a_branch2b[0][0]            

__________________________________________________________________________________________________

res5a_branch2b_relu (Activation (None, None, None, 5 0           bn5a_branch2b[0][0]              

__________________________________________________________________________________________________

res5a_branch2c (Conv2D)         (None, None, None, 2 1048576     res5a_branch2b_relu[0][0]        

__________________________________________________________________________________________________

res5a_branch1 (Conv2D)          (None, None, None, 2 2097152     res4f_relu[0][0]                

__________________________________________________________________________________________________

bn5a_branch2c (BatchNormalizati (None, None, None, 2 8192        res5a_branch2c[0][0]            

__________________________________________________________________________________________________

bn5a_branch1 (BatchNormalizatio (None, None, None, 2 8192        res5a_branch1[0][0]              

__________________________________________________________________________________________________

res5a (Add)                     (None, None, None, 2 0           bn5a_branch2c[0][0]              

                                                                bn5a_branch1[0][0]              

__________________________________________________________________________________________________

res5a_relu (Activation)         (None, None, None, 2 0           res5a[0][0]                      

__________________________________________________________________________________________________

res5b_branch2a (Conv2D)         (None, None, None, 5 1048576     res5a_relu[0][0]                

__________________________________________________________________________________________________

bn5b_branch2a (BatchNormalizati (None, None, None, 5 2048        res5b_branch2a[0][0]            

__________________________________________________________________________________________________

res5b_branch2a_relu (Activation (None, None, None, 5 0           bn5b_branch2a[0][0]              

__________________________________________________________________________________________________

padding5b_branch2b (ZeroPadding (None, None, None, 5 0           res5b_branch2a_relu[0][0]        

__________________________________________________________________________________________________

res5b_branch2b (Conv2D)         (None, None, None, 5 2359296     padding5b_branch2b[0][0]        

__________________________________________________________________________________________________

bn5b_branch2b (BatchNormalizati (None, None, None, 5 2048        res5b_branch2b[0][0]            

__________________________________________________________________________________________________

res5b_branch2b_relu (Activation (None, None, None, 5 0           bn5b_branch2b[0][0]              

__________________________________________________________________________________________________

res5b_branch2c (Conv2D)         (None, None, None, 2 1048576     res5b_branch2b_relu[0][0]        

__________________________________________________________________________________________________

bn5b_branch2c (BatchNormalizati (None, None, None, 2 8192        res5b_branch2c[0][0]            

__________________________________________________________________________________________________

res5b (Add)                     (None, None, None, 2 0           bn5b_branch2c[0][0]              

                                                                res5a_relu[0][0]                

__________________________________________________________________________________________________

res5b_relu (Activation)         (None, None, None, 2 0           res5b[0][0]                      

__________________________________________________________________________________________________

res5c_branch2a (Conv2D)         (None, None, None, 5 1048576     res5b_relu[0][0]                

__________________________________________________________________________________________________

bn5c_branch2a (BatchNormalizati (None, None, None, 5 2048        res5c_branch2a[0][0]            

__________________________________________________________________________________________________

res5c_branch2a_relu (Activation (None, None, None, 5 0           bn5c_branch2a[0][0]              

__________________________________________________________________________________________________

padding5c_branch2b (ZeroPadding (None, None, None, 5 0           res5c_branch2a_relu[0][0]        

__________________________________________________________________________________________________

res5c_branch2b (Conv2D)         (None, None, None, 5 2359296     padding5c_branch2b[0][0]        

__________________________________________________________________________________________________

bn5c_branch2b (BatchNormalizati (None, None, None, 5 2048        res5c_branch2b[0][0]            

__________________________________________________________________________________________________

res5c_branch2b_relu (Activation (None, None, None, 5 0           bn5c_branch2b[0][0]              

__________________________________________________________________________________________________

res5c_branch2c (Conv2D)         (None, None, None, 2 1048576     res5c_branch2b_relu[0][0]        

__________________________________________________________________________________________________

bn5c_branch2c (BatchNormalizati (None, None, None, 2 8192        res5c_branch2c[0][0]            

__________________________________________________________________________________________________

res5c (Add)                     (None, None, None, 2 0           bn5c_branch2c[0][0]              

                                                                res5b_relu[0][0]                

__________________________________________________________________________________________________

res5c_relu (Activation)         (None, None, None, 2 0           res5c[0][0]                      

__________________________________________________________________________________________________

C5_reduced (Conv2D)             (None, None, None, 2 524544      res5c_relu[0][0]                

__________________________________________________________________________________________________

P5_upsampled (UpsampleLike)     (None, None, None, 2 0           C5_reduced[0][0]                

                                                                res4f_relu[0][0]                

__________________________________________________________________________________________________

C4_reduced (Conv2D)             (None, None, None, 2 262400      res4f_relu[0][0]                

__________________________________________________________________________________________________

P4_merged (Add)                 (None, None, None, 2 0           P5_upsampled[0][0]              

                                                                C4_reduced[0][0]                

__________________________________________________________________________________________________

P4_upsampled (UpsampleLike)     (None, None, None, 2 0           P4_merged[0][0]                  

                                                                res3d_relu[0][0]                

__________________________________________________________________________________________________

C3_reduced (Conv2D)             (None, None, None, 2 131328      res3d_relu[0][0]                

__________________________________________________________________________________________________

P6 (Conv2D)                     (None, None, None, 2 4718848     res5c_relu[0][0]                

__________________________________________________________________________________________________

P3_merged (Add)                 (None, None, None, 2 0           P4_upsampled[0][0]              

                                                                C3_reduced[0][0]                

__________________________________________________________________________________________________

C6_relu (Activation)            (None, None, None, 2 0           P6[0][0]                        

__________________________________________________________________________________________________

P3 (Conv2D)                     (None, None, None, 2 590080      P3_merged[0][0]                  

__________________________________________________________________________________________________

P4 (Conv2D)                     (None, None, None, 2 590080      P4_merged[0][0]                  

__________________________________________________________________________________________________

P5 (Conv2D)                     (None, None, None, 2 590080      C5_reduced[0][0]                

__________________________________________________________________________________________________

P7 (Conv2D)                     (None, None, None, 2 590080      C6_relu[0][0]                    

__________________________________________________________________________________________________

anchors_0 (Anchors)             (None, None, 4)      0           P3[0][0]                        

__________________________________________________________________________________________________

anchors_1 (Anchors)             (None, None, 4)      0           P4[0][0]                        

__________________________________________________________________________________________________

anchors_2 (Anchors)             (None, None, 4)      0           P5[0][0]                        

__________________________________________________________________________________________________

anchors_3 (Anchors)             (None, None, 4)      0           P6[0][0]                        

__________________________________________________________________________________________________

anchors_4 (Anchors)             (None, None, 4)      0           P7[0][0]                        

__________________________________________________________________________________________________

regression_submodel (Model)     (None, None, 4)      2443300     P3[0][0]                        

                                                                P4[0][0]                        

                                                                P5[0][0]                        

                                                                P6[0][0]                        

                                                                P7[0][0]                        

__________________________________________________________________________________________________

anchors (Concatenate)           (None, None, 4)      0           anchors_0[0][0]                  

                                                                anchors_1[0][0]                  

                                                                anchors_2[0][0]                  

                                                                anchors_3[0][0]                  

                                                                anchors_4[0][0]                  

__________________________________________________________________________________________________

regression (Concatenate)        (None, None, 4)      0           regression_submodel[1][0]        

                                                                regression_submodel[2][0]        

                                                                regression_submodel[3][0]        

                                                                regression_submodel[4][0]        

                                                                regression_submodel[5][0]        

__________________________________________________________________________________________________

boxes (RegressBoxes)            (None, None, 4)      0           anchors[0][0]                    

                                                                regression[0][0]                

__________________________________________________________________________________________________

classification_submodel (Model) (None, None, 80)     4019920     P3[0][0]                        

                                                                P4[0][0]                        

                                                                P5[0][0]                        

                                                                P6[0][0]                        

                                                                P7[0][0]                        

__________________________________________________________________________________________________

clipped_boxes (ClipBoxes)       (None, None, 4)      0           input_1[0][0]                    

                                                                boxes[0][0]                      

__________________________________________________________________________________________________

classification (Concatenate)    (None, None, 80)     0           classification_submodel[1][0]    

                                                                classification_submodel[2][0]    

                                                                classification_submodel[3][0]    

                                                                classification_submodel[4][0]    

                                                                classification_submodel[5][0]    

__________________________________________________________________________________________________

filtered_detections (FilterDete [(None, 300, 4), (No 0           clipped_boxes[0][0]              

                                                                classification[0][0]            

==================================================================================================

Total params: 38,021,812

Trainable params: 37,915,572

Non-trainable params: 106,240

__________________________________________________________________________________________________

None

processing time:  16.85137176513672

当前目标为: bicycle

当前目标为: person

当前目标为: car

当前目标为: person


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