____________________________________________________________________________________________________ Layer (type) Output Shape Param # Connected to ==================================================================================================== input_1 (InputLayer) (None, 224, 224, 3) 0 ____________________________________________________________________________________________________ zero_padding2d_1 (ZeroPadding2D) (None, 230, 230, 3) 0 input_1[0][0] ____________________________________________________________________________________________________ conv1 (Conv2D) (None, 112, 112, 64) 9472 zero_padding2d_1[0][0] ____________________________________________________________________________________________________ bn_conv1 (BatchNormalization) (None, 112, 112, 64) 256 conv1[0][0] ____________________________________________________________________________________________________ activation_1 (Activation) (None, 112, 112, 64) 0 bn_conv1[0][0] ____________________________________________________________________________________________________ max_pooling2d_1 (MaxPooling2D) (None, 55, 55, 64) 0 activation_1[0][0] ____________________________________________________________________________________________________ res2a_branch2a (Conv2D) (None, 55, 55, 64) 4160 max_pooling2d_1[0][0] ____________________________________________________________________________________________________ bn2a_branch2a (BatchNormalizatio (None, 55, 55, 64) 256 res2a_branch2a[0][0] ____________________________________________________________________________________________________ activation_2 (Activation) (None, 55, 55, 64) 0 bn2a_branch2a[0][0] ____________________________________________________________________________________________________ res2a_branch2b (Conv2D) (None, 55, 55, 64) 36928 activation_2[0][0] ____________________________________________________________________________________________________ bn2a_branch2b (BatchNormalizatio (None, 55, 55, 64) 256 res2a_branch2b[0][0] ____________________________________________________________________________________________________ activation_3 (Activation) (None, 55, 55, 64) 0 bn2a_branch2b[0][0] ____________________________________________________________________________________________________ res2a_branch2c (Conv2D) (None, 55, 55, 256) 16640 activation_3[0][0] ____________________________________________________________________________________________________ res2a_branch1 (Conv2D) (None, 55, 55, 256) 16640 max_pooling2d_1[0][0] ____________________________________________________________________________________________________ bn2a_branch2c (BatchNormalizatio (None, 55, 55, 256) 1024 res2a_branch2c[0][0] ____________________________________________________________________________________________________ bn2a_branch1 (BatchNormalization (None, 55, 55, 256) 1024 res2a_branch1[0][0] ____________________________________________________________________________________________________ add_1 (Add) (None, 55, 55, 256) 0 bn2a_branch2c[0][0] bn2a_branch1[0][0] ____________________________________________________________________________________________________ activation_4 (Activation) (None, 55, 55, 256) 0 add_1[0][0] ____________________________________________________________________________________________________ res2b_branch2a (Conv2D) (None, 55, 55, 64) 16448 activation_4[0][0] ____________________________________________________________________________________________________ bn2b_branch2a (BatchNormalizatio (None, 55, 55, 64) 256 res2b_branch2a[0][0] ____________________________________________________________________________________________________ activation_5 (Activation) (None, 55, 55, 64) 0 bn2b_branch2a[0][0] ____________________________________________________________________________________________________ res2b_branch2b (Conv2D) (None, 55, 55, 64) 36928 activation_5[0][0] ____________________________________________________________________________________________________ bn2b_branch2b (BatchNormalizatio (None, 55, 55, 64) 256 res2b_branch2b[0][0] ____________________________________________________________________________________________________ activation_6 (Activation) (None, 55, 55, 64) 0 bn2b_branch2b[0][0] ____________________________________________________________________________________________________ res2b_branch2c (Conv2D) (None, 55, 55, 256) 16640 activation_6[0][0] ____________________________________________________________________________________________________ bn2b_branch2c (BatchNormalizatio (None, 55, 55, 256) 1024 res2b_branch2c[0][0] ____________________________________________________________________________________________________ add_2 (Add) (None, 55, 55, 256) 0 bn2b_branch2c[0][0] activation_4[0][0] ____________________________________________________________________________________________________ activation_7 (Activation) (None, 55, 55, 256) 0 add_2[0][0] ____________________________________________________________________________________________________ res2c_branch2a (Conv2D) (None, 55, 55, 64) 16448 activation_7[0][0] ____________________________________________________________________________________________________ bn2c_branch2a (BatchNormalizatio (None, 55, 55, 64) 256 res2c_branch2a[0][0] ____________________________________________________________________________________________________ activation_8 (Activation) (None, 55, 55, 64) 0 bn2c_branch2a[0][0] ____________________________________________________________________________________________________ res2c_branch2b (Conv2D) (None, 55, 55, 64) 36928 activation_8[0][0] ____________________________________________________________________________________________________ bn2c_branch2b (BatchNormalizatio (None, 55, 55, 64) 256 res2c_branch2b[0][0] ____________________________________________________________________________________________________ activation_9 (Activation) (None, 55, 55, 64) 0 bn2c_branch2b[0][0] ____________________________________________________________________________________________________ res2c_branch2c (Conv2D) (None, 55, 55, 256) 16640 activation_9[0][0] ____________________________________________________________________________________________________ bn2c_branch2c (BatchNormalizatio (None, 55, 55, 256) 1024 res2c_branch2c[0][0] ____________________________________________________________________________________________________ add_3 (Add) (None, 55, 55, 256) 0 bn2c_branch2c[0][0] activation_7[0][0] ____________________________________________________________________________________________________ activation_10 (Activation) (None, 55, 55, 256) 0 add_3[0][0] ____________________________________________________________________________________________________ res3a_branch2a (Conv2D) (None, 28, 28, 128) 32896 activation_10[0][0] ____________________________________________________________________________________________________ bn3a_branch2a (BatchNormalizatio (None, 28, 28, 128) 512 res3a_branch2a[0][0] ____________________________________________________________________________________________________ activation_11 (Activation) (None, 28, 28, 128) 0 bn3a_branch2a[0][0] ____________________________________________________________________________________________________ res3a_branch2b (Conv2D) (None, 28, 28, 128) 147584 activation_11[0][0] ____________________________________________________________________________________________________ bn3a_branch2b (BatchNormalizatio (None, 28, 28, 128) 512 res3a_branch2b[0][0] ____________________________________________________________________________________________________ activation_12 (Activation) (None, 28, 28, 128) 0 bn3a_branch2b[0][0] ____________________________________________________________________________________________________ res3a_branch2c (Conv2D) (None, 28, 28, 512) 66048 activation_12[0][0] ____________________________________________________________________________________________________ res3a_branch1 (Conv2D) (None, 28, 28, 512) 131584 activation_10[0][0] ____________________________________________________________________________________________________ bn3a_branch2c (BatchNormalizatio (None, 28, 28, 512) 2048 res3a_branch2c[0][0] ____________________________________________________________________________________________________ bn3a_branch1 (BatchNormalization (None, 28, 28, 512) 2048 res3a_branch1[0][0] ____________________________________________________________________________________________________ add_4 (Add) (None, 28, 28, 512) 0 bn3a_branch2c[0][0] bn3a_branch1[0][0] ____________________________________________________________________________________________________ activation_13 (Activation) (None, 28, 28, 512) 0 add_4[0][0] ____________________________________________________________________________________________________ res3b_branch2a (Conv2D) (None, 28, 28, 128) 65664 activation_13[0][0] ____________________________________________________________________________________________________ bn3b_branch2a (BatchNormalizatio (None, 28, 28, 128) 512 res3b_branch2a[0][0] ____________________________________________________________________________________________________ activation_14 (Activation) (None, 28, 28, 128) 0 bn3b_branch2a[0][0] ____________________________________________________________________________________________________ res3b_branch2b (Conv2D) (None, 28, 28, 128) 147584 activation_14[0][0] ____________________________________________________________________________________________________ bn3b_branch2b (BatchNormalizatio (None, 28, 28, 128) 512 res3b_branch2b[0][0] ____________________________________________________________________________________________________ activation_15 (Activation) (None, 28, 28, 128) 0 bn3b_branch2b[0][0] ____________________________________________________________________________________________________ res3b_branch2c (Conv2D) (None, 28, 28, 512) 66048 activation_15[0][0] ____________________________________________________________________________________________________ bn3b_branch2c (BatchNormalizatio (None, 28, 28, 512) 2048 res3b_branch2c[0][0] ____________________________________________________________________________________________________ add_5 (Add) (None, 28, 28, 512) 0 bn3b_branch2c[0][0] activation_13[0][0] ____________________________________________________________________________________________________ activation_16 (Activation) (None, 28, 28, 512) 0 add_5[0][0] ____________________________________________________________________________________________________ res3c_branch2a (Conv2D) (None, 28, 28, 128) 65664 activation_16[0][0] ____________________________________________________________________________________________________ bn3c_branch2a (BatchNormalizatio (None, 28, 28, 128) 512 res3c_branch2a[0][0] ____________________________________________________________________________________________________ activation_17 (Activation) (None, 28, 28, 128) 0 bn3c_branch2a[0][0] ____________________________________________________________________________________________________ res3c_branch2b (Conv2D) (None, 28, 28, 128) 147584 activation_17[0][0] ____________________________________________________________________________________________________ bn3c_branch2b (BatchNormalizatio (None, 28, 28, 128) 512 res3c_branch2b[0][0] ____________________________________________________________________________________________________ activation_18 (Activation) (None, 28, 28, 128) 0 bn3c_branch2b[0][0] ____________________________________________________________________________________________________ res3c_branch2c (Conv2D) (None, 28, 28, 512) 66048 activation_18[0][0] ____________________________________________________________________________________________________ bn3c_branch2c (BatchNormalizatio (None, 28, 28, 512) 2048 res3c_branch2c[0][0] ____________________________________________________________________________________________________ add_6 (Add) (None, 28, 28, 512) 0 bn3c_branch2c[0][0] activation_16[0][0] ____________________________________________________________________________________________________ activation_19 (Activation) (None, 28, 28, 512) 0 add_6[0][0] ____________________________________________________________________________________________________ res3d_branch2a (Conv2D) (None, 28, 28, 128) 65664 activation_19[0][0] ____________________________________________________________________________________________________ bn3d_branch2a (BatchNormalizatio (None, 28, 28, 128) 512 res3d_branch2a[0][0] ____________________________________________________________________________________________________ activation_20 (Activation) (None, 28, 28, 128) 0 bn3d_branch2a[0][0] ____________________________________________________________________________________________________ res3d_branch2b (Conv2D) (None, 28, 28, 128) 147584 activation_20[0][0] ____________________________________________________________________________________________________ bn3d_branch2b (BatchNormalizatio (None, 28, 28, 128) 512 res3d_branch2b[0][0] ____________________________________________________________________________________________________ activation_21 (Activation) (None, 28, 28, 128) 0 bn3d_branch2b[0][0] ____________________________________________________________________________________________________ res3d_branch2c (Conv2D) (None, 28, 28, 512) 66048 activation_21[0][0] ____________________________________________________________________________________________________ bn3d_branch2c (BatchNormalizatio (None, 28, 28, 512) 2048 res3d_branch2c[0][0] ____________________________________________________________________________________________________ add_7 (Add) (None, 28, 28, 512) 0 bn3d_branch2c[0][0] activation_19[0][0] ____________________________________________________________________________________________________ activation_22 (Activation) (None, 28, 28, 512) 0 add_7[0][0] ____________________________________________________________________________________________________ res4a_branch2a (Conv2D) (None, 14, 14, 256) 131328 activation_22[0][0] ____________________________________________________________________________________________________ bn4a_branch2a (BatchNormalizatio (None, 14, 14, 256) 1024 res4a_branch2a[0][0] ____________________________________________________________________________________________________ activation_23 (Activation) (None, 14, 14, 256) 0 bn4a_branch2a[0][0] ____________________________________________________________________________________________________ res4a_branch2b (Conv2D) (None, 14, 14, 256) 590080 activation_23[0][0] ____________________________________________________________________________________________________ bn4a_branch2b (BatchNormalizatio (None, 14, 14, 256) 1024 res4a_branch2b[0][0] ____________________________________________________________________________________________________ activation_24 (Activation) (None, 14, 14, 256) 0 bn4a_branch2b[0][0] ____________________________________________________________________________________________________ res4a_branch2c (Conv2D) (None, 14, 14, 1024) 263168 activation_24[0][0] ____________________________________________________________________________________________________ res4a_branch1 (Conv2D) (None, 14, 14, 1024) 525312 activation_22[0][0] ____________________________________________________________________________________________________ bn4a_branch2c (BatchNormalizatio (None, 14, 14, 1024) 4096 res4a_branch2c[0][0] ____________________________________________________________________________________________________ bn4a_branch1 (BatchNormalization (None, 14, 14, 1024) 4096 res4a_branch1[0][0] ____________________________________________________________________________________________________ add_8 (Add) (None, 14, 14, 1024) 0 bn4a_branch2c[0][0] bn4a_branch1[0][0] ____________________________________________________________________________________________________ activation_25 (Activation) (None, 14, 14, 1024) 0 add_8[0][0] ____________________________________________________________________________________________________ res4b_branch2a (Conv2D) (None, 14, 14, 256) 262400 activation_25[0][0] ____________________________________________________________________________________________________ bn4b_branch2a (BatchNormalizatio (None, 14, 14, 256) 1024 res4b_branch2a[0][0] ____________________________________________________________________________________________________ activation_26 (Activation) (None, 14, 14, 256) 0 bn4b_branch2a[0][0] ____________________________________________________________________________________________________ res4b_branch2b (Conv2D) (None, 14, 14, 256) 590080 activation_26[0][0] ____________________________________________________________________________________________________ bn4b_branch2b (BatchNormalizatio (None, 14, 14, 256) 1024 res4b_branch2b[0][0] ____________________________________________________________________________________________________ activation_27 (Activation) (None, 14, 14, 256) 0 bn4b_branch2b[0][0] ____________________________________________________________________________________________________ res4b_branch2c (Conv2D) (None, 14, 14, 1024) 263168 activation_27[0][0] ____________________________________________________________________________________________________ bn4b_branch2c (BatchNormalizatio (None, 14, 14, 1024) 4096 res4b_branch2c[0][0] ____________________________________________________________________________________________________ add_9 (Add) (None, 14, 14, 1024) 0 bn4b_branch2c[0][0] activation_25[0][0] ____________________________________________________________________________________________________ activation_28 (Activation) (None, 14, 14, 1024) 0 add_9[0][0] ____________________________________________________________________________________________________ res4c_branch2a (Conv2D) (None, 14, 14, 256) 262400 activation_28[0][0] ____________________________________________________________________________________________________ bn4c_branch2a (BatchNormalizatio (None, 14, 14, 256) 1024 res4c_branch2a[0][0] ____________________________________________________________________________________________________ activation_29 (Activation) (None, 14, 14, 256) 0 bn4c_branch2a[0][0] ____________________________________________________________________________________________________ res4c_branch2b (Conv2D) (None, 14, 14, 256) 590080 activation_29[0][0] ____________________________________________________________________________________________________ bn4c_branch2b (BatchNormalizatio (None, 14, 14, 256) 1024 res4c_branch2b[0][0] ____________________________________________________________________________________________________ activation_30 (Activation) (None, 14, 14, 256) 0 bn4c_branch2b[0][0] ____________________________________________________________________________________________________ res4c_branch2c (Conv2D) (None, 14, 14, 1024) 263168 activation_30[0][0] ____________________________________________________________________________________________________ bn4c_branch2c (BatchNormalizatio (None, 14, 14, 1024) 4096 res4c_branch2c[0][0] ____________________________________________________________________________________________________ add_10 (Add) (None, 14, 14, 1024) 0 bn4c_branch2c[0][0] activation_28[0][0] ____________________________________________________________________________________________________ activation_31 (Activation) (None, 14, 14, 1024) 0 add_10[0][0] ____________________________________________________________________________________________________ res4d_branch2a (Conv2D) (None, 14, 14, 256) 262400 activation_31[0][0] ____________________________________________________________________________________________________ bn4d_branch2a (BatchNormalizatio (None, 14, 14, 256) 1024 res4d_branch2a[0][0] ____________________________________________________________________________________________________ activation_32 (Activation) (None, 14, 14, 256) 0 bn4d_branch2a[0][0] ____________________________________________________________________________________________________ res4d_branch2b (Conv2D) (None, 14, 14, 256) 590080 activation_32[0][0] ____________________________________________________________________________________________________ bn4d_branch2b (BatchNormalizatio (None, 14, 14, 256) 1024 res4d_branch2b[0][0] ____________________________________________________________________________________________________ activation_33 (Activation) (None, 14, 14, 256) 0 bn4d_branch2b[0][0] ____________________________________________________________________________________________________ res4d_branch2c (Conv2D) (None, 14, 14, 1024) 263168 activation_33[0][0] ____________________________________________________________________________________________________ bn4d_branch2c (BatchNormalizatio (None, 14, 14, 1024) 4096 res4d_branch2c[0][0] ____________________________________________________________________________________________________ add_11 (Add) (None, 14, 14, 1024) 0 bn4d_branch2c[0][0] activation_31[0][0] ____________________________________________________________________________________________________ activation_34 (Activation) (None, 14, 14, 1024) 0 add_11[0][0] ____________________________________________________________________________________________________ res4e_branch2a (Conv2D) (None, 14, 14, 256) 262400 activation_34[0][0] ____________________________________________________________________________________________________ bn4e_branch2a (BatchNormalizatio (None, 14, 14, 256) 1024 res4e_branch2a[0][0] ____________________________________________________________________________________________________ activation_35 (Activation) (None, 14, 14, 256) 0 bn4e_branch2a[0][0] ____________________________________________________________________________________________________ res4e_branch2b (Conv2D) (None, 14, 14, 256) 590080 activation_35[0][0] ____________________________________________________________________________________________________ bn4e_branch2b (BatchNormalizatio (None, 14, 14, 256) 1024 res4e_branch2b[0][0] ____________________________________________________________________________________________________ activation_36 (Activation) (None, 14, 14, 256) 0 bn4e_branch2b[0][0] ____________________________________________________________________________________________________ res4e_branch2c (Conv2D) (None, 14, 14, 1024) 263168 activation_36[0][0] ____________________________________________________________________________________________________ bn4e_branch2c (BatchNormalizatio (None, 14, 14, 1024) 4096 res4e_branch2c[0][0] ____________________________________________________________________________________________________ add_12 (Add) (None, 14, 14, 1024) 0 bn4e_branch2c[0][0] activation_34[0][0] ____________________________________________________________________________________________________ activation_37 (Activation) (None, 14, 14, 1024) 0 add_12[0][0] ____________________________________________________________________________________________________ res4f_branch2a (Conv2D) (None, 14, 14, 256) 262400 activation_37[0][0] ____________________________________________________________________________________________________ bn4f_branch2a (BatchNormalizatio (None, 14, 14, 256) 1024 res4f_branch2a[0][0] ____________________________________________________________________________________________________ activation_38 (Activation) (None, 14, 14, 256) 0 bn4f_branch2a[0][0] ____________________________________________________________________________________________________ res4f_branch2b (Conv2D) (None, 14, 14, 256) 590080 activation_38[0][0] ____________________________________________________________________________________________________ bn4f_branch2b (BatchNormalizatio (None, 14, 14, 256) 1024 res4f_branch2b[0][0] ____________________________________________________________________________________________________ activation_39 (Activation) (None, 14, 14, 256) 0 bn4f_branch2b[0][0] ____________________________________________________________________________________________________ res4f_branch2c (Conv2D) (None, 14, 14, 1024) 263168 activation_39[0][0] ____________________________________________________________________________________________________ bn4f_branch2c (BatchNormalizatio (None, 14, 14, 1024) 4096 res4f_branch2c[0][0] ____________________________________________________________________________________________________ add_13 (Add) (None, 14, 14, 1024) 0 bn4f_branch2c[0][0] activation_37[0][0] ____________________________________________________________________________________________________ activation_40 (Activation) (None, 14, 14, 1024) 0 add_13[0][0] ____________________________________________________________________________________________________ res5a_branch2a (Conv2D) (None, 7, 7, 512) 524800 activation_40[0][0] ____________________________________________________________________________________________________ bn5a_branch2a (BatchNormalizatio (None, 7, 7, 512) 2048 res5a_branch2a[0][0] ____________________________________________________________________________________________________ activation_41 (Activation) (None, 7, 7, 512) 0 bn5a_branch2a[0][0] ____________________________________________________________________________________________________ res5a_branch2b (Conv2D) (None, 7, 7, 512) 2359808 activation_41[0][0] ____________________________________________________________________________________________________ bn5a_branch2b (BatchNormalizatio (None, 7, 7, 512) 2048 res5a_branch2b[0][0] ____________________________________________________________________________________________________ activation_42 (Activation) (None, 7, 7, 512) 0 bn5a_branch2b[0][0] ____________________________________________________________________________________________________ res5a_branch2c (Conv2D) (None, 7, 7, 2048) 1050624 activation_42[0][0] ____________________________________________________________________________________________________ res5a_branch1 (Conv2D) (None, 7, 7, 2048) 2099200 activation_40[0][0] ____________________________________________________________________________________________________ bn5a_branch2c (BatchNormalizatio (None, 7, 7, 2048) 8192 res5a_branch2c[0][0] ____________________________________________________________________________________________________ bn5a_branch1 (BatchNormalization (None, 7, 7, 2048) 8192 res5a_branch1[0][0] ____________________________________________________________________________________________________ add_14 (Add) (None, 7, 7, 2048) 0 bn5a_branch2c[0][0] bn5a_branch1[0][0] ____________________________________________________________________________________________________ activation_43 (Activation) (None, 7, 7, 2048) 0 add_14[0][0] ____________________________________________________________________________________________________ res5b_branch2a (Conv2D) (None, 7, 7, 512) 1049088 activation_43[0][0] ____________________________________________________________________________________________________ bn5b_branch2a (BatchNormalizatio (None, 7, 7, 512) 2048 res5b_branch2a[0][0] ____________________________________________________________________________________________________ activation_44 (Activation) (None, 7, 7, 512) 0 bn5b_branch2a[0][0] ____________________________________________________________________________________________________ res5b_branch2b (Conv2D) (None, 7, 7, 512) 2359808 activation_44[0][0] ____________________________________________________________________________________________________ bn5b_branch2b (BatchNormalizatio (None, 7, 7, 512) 2048 res5b_branch2b[0][0] ____________________________________________________________________________________________________ activation_45 (Activation) (None, 7, 7, 512) 0 bn5b_branch2b[0][0] ____________________________________________________________________________________________________ res5b_branch2c (Conv2D) (None, 7, 7, 2048) 1050624 activation_45[0][0] ____________________________________________________________________________________________________ bn5b_branch2c (BatchNormalizatio (None, 7, 7, 2048) 8192 res5b_branch2c[0][0] ____________________________________________________________________________________________________ add_15 (Add) (None, 7, 7, 2048) 0 bn5b_branch2c[0][0] activation_43[0][0] ____________________________________________________________________________________________________ activation_46 (Activation) (None, 7, 7, 2048) 0 add_15[0][0] ____________________________________________________________________________________________________ res5c_branch2a (Conv2D) (None, 7, 7, 512) 1049088 activation_46[0][0] ____________________________________________________________________________________________________ bn5c_branch2a (BatchNormalizatio (None, 7, 7, 512) 2048 res5c_branch2a[0][0] ____________________________________________________________________________________________________ activation_47 (Activation) (None, 7, 7, 512) 0 bn5c_branch2a[0][0] ____________________________________________________________________________________________________ res5c_branch2b (Conv2D) (None, 7, 7, 512) 2359808 activation_47[0][0] ____________________________________________________________________________________________________ bn5c_branch2b (BatchNormalizatio (None, 7, 7, 512) 2048 res5c_branch2b[0][0] ____________________________________________________________________________________________________ activation_48 (Activation) (None, 7, 7, 512) 0 bn5c_branch2b[0][0] ____________________________________________________________________________________________________ res5c_branch2c (Conv2D) (None, 7, 7, 2048) 1050624 activation_48[0][0] ____________________________________________________________________________________________________ bn5c_branch2c (BatchNormalizatio (None, 7, 7, 2048) 8192 res5c_branch2c[0][0] ____________________________________________________________________________________________________ add_16 (Add) (None, 7, 7, 2048) 0 bn5c_branch2c[0][0] activation_46[0][0] ____________________________________________________________________________________________________ activation_49 (Activation) (None, 7, 7, 2048) 0 add_16[0][0] ____________________________________________________________________________________________________ avg_pool (AveragePooling2D) (None, 1, 1, 2048) 0 activation_49[0][0] ____________________________________________________________________________________________________ global_average_pooling2d_1 (Glob (None, 2048) 0 avg_pool[0][0] ____________________________________________________________________________________________________ dense_1 (Dense) (None, 25) 51225 global_average_pooling2d_1[0][0] ==================================================================================================== Total params: 23,638,937 Trainable params: 15,027,225 Non-trainable params: 8,611,712 ____________________________________________________________________________________________________ None