Mask_RCNN
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Published
20 hours ago •
matterport
matterport
inspect_model.py 1b. RPN Predictions block AssertionError
Hi, I am trying to run the inspect_model.py notebook on a custom dataset, and am running into an AssertionError with block 1b. RPN Predictions. I have seen previous threads related to this issue (#23, #848, #893, #92) however these are all closed and it seems the issue was fixed in a merge previous to me downloading the code.
The specific code causing the issue is:
pillar = model.keras_model.get_layer("ROI").output # node to start searching from
# TF 1.4 and 1.9 introduce new versions of NMS. Search for all names to support TF 1.3~1.10
nms_node = model.ancestor(pillar, "ROI/rpn_non_max_suppression:0")
if nms_node is None:
nms_node = model.ancestor(pillar, "ROI/rpn_non_max_suppression/NonMaxSuppressionV2:0")
if nms_node is None:
nms_node = model.ancestor(pillar, "ROI/rpn_non_max_suppression/NonMaxSuppressionV3:0")
print("TF VERSION", tf.VERSION)
print("PILLAR" , pillar)
print("RPN CLASS" , model.keras_model.get_layer("rpn_class").output)
print("PRE_NMS_ANCHORS: 0" , model.ancestor(pillar, "ROI/pre_nms_anchors:0"))
print("REFINED_ANCHORS_0" , model.ancestor(pillar, "ROI/refined_anchors:0"))
print("REFINED_ANCHORS_CLIPPED_0" , model.ancestor(pillar, "ROI/refined_anchors_clipped:0"))
print("NMS_NODE" , nms_node)
print("PROPOSALS", model.keras_model.get_layer("ROI").output)
print(model.ancestor(pillar, "ROI/rpn_non_max_suppression/NonMaxSuppressionV3:0"))
print(model.ancestor(pillar, "ROI/rpn_non_max_suppression/NonMaxSuppressionV2:0"))
print(model.ancestor(pillar, "ROI/rpn_non_max_suppression:0"))
rpn = model.run_graph([image], [
("rpn_class", model.keras_model.get_layer("rpn_class").output),
("pre_nms_anchors", model.ancestor(pillar, "ROI/pre_nms_anchors:0")),
("refined_anchors", model.ancestor(pillar, "ROI/refined_anchors:0")),
("refined_anchors_clipped", model.ancestor(pillar, "ROI/refined_anchors_clipped:0")),
("post_nms_anchor_ix", nms_node),
("proposals", model.keras_model.get_layer("ROI").output),
])
Which gives me an output of:
TF VERSION 1.10.0
PILLAR Tensor("ROI_1/concat:0", shape=(2, ?, 4), dtype=float32, device=/device:CPU:0)
RPN CLASS Tensor("rpn_class_1/concat:0", shape=(?, ?, 2), dtype=float32, device=/device:CPU:0)
PRE_NMS_ANCHORS: 0 None
REFINED_ANCHORS_0 None
REFINED_ANCHORS_CLIPPED_0 None
NMS_NODE None
PROPOSALS Tensor("ROI_1/concat:0", shape=(2, ?, 4), dtype=float32, device=/device:CPU:0)
None
None
None
---------------------------------------------------------------------------
AssertionError Traceback (most recent call last)
<ipython-input-35-42554e916d3d> in <module>
24 ("refined_anchors_clipped", model.ancestor(pillar, "ROI/refined_anchors_clipped:0")),
25 ("post_nms_anchor_ix", nms_node),
---> 26 ("proposals", model.keras_model.get_layer("ROI").output),
27 ])
~/dolphin-recognition/Mask_RCNN-master/mrcnn/model.py in run_graph(self, images, outputs, image_metas)
2685 outputs = OrderedDict(outputs)
2686 for o in outputs.values():
-> 2687 assert o is not None
2688
2689 # Build a Keras function to run parts of the computation graph
AssertionError:
`
If helpful, running `model.keras_model.summary()` gives:
`__________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
==================================================================================================
input_image (InputLayer) (None, None, None, 3 0
__________________________________________________________________________________________________
input_image_meta (InputLayer) (None, 14) 0
__________________________________________________________________________________________________
input_anchors (InputLayer) (None, None, 4) 0
__________________________________________________________________________________________________
lambda_4 (Lambda) (None, None, None, 3 0 input_image[0][0]
__________________________________________________________________________________________________
lambda_5 (Lambda) (None, 14) 0 input_image_meta[0][0]
__________________________________________________________________________________________________
lambda_6 (Lambda) (None, None, 4) 0 input_anchors[0][0]
__________________________________________________________________________________________________
lambda_7 (Lambda) (None, None, None, 3 0 input_image[0][0]
__________________________________________________________________________________________________
lambda_8 (Lambda) (None, 14) 0 input_image_meta[0][0]
__________________________________________________________________________________________________
lambda_9 (Lambda) (None, None, 4) 0 input_anchors[0][0]
__________________________________________________________________________________________________
mask_rcnn (Model) [(None, 100, 6), (No 63733406 lambda_4[0][0]
lambda_5[0][0]
lambda_6[0][0]
lambda_7[0][0]
lambda_8[0][0]
lambda_9[0][0]
__________________________________________________________________________________________________
mrcnn_detection (Concatenate) (None, 100, 6) 0 mask_rcnn[1][0]
mask_rcnn[2][0]
__________________________________________________________________________________________________
mrcnn_class (Concatenate) (None, 1000, 2) 0 mask_rcnn[1][1]
mask_rcnn[2][1]
__________________________________________________________________________________________________
mrcnn_bbox (Concatenate) (None, 1000, 2, 4) 0 mask_rcnn[1][2]
mask_rcnn[2][2]
__________________________________________________________________________________________________
mrcnn_mask (Concatenate) (None, 100, 28, 28, 0 mask_rcnn[1][3]
mask_rcnn[2][3]
__________________________________________________________________________________________________
ROI (Concatenate) (None, 1000, 4) 0 mask_rcnn[1][4]
mask_rcnn[2][4]
__________________________________________________________________________________________________
rpn_class (Concatenate) (None, None, 2) 0 mask_rcnn[1][5]
mask_rcnn[2][5]
__________________________________________________________________________________________________
rpn_bbox (Concatenate) (None, None, 4) 0 mask_rcnn[1][6]
mask_rcnn[2][6]
==================================================================================================
Total params: 63,733,406
Trainable params: 63,621,918
Non-trainable params: 111,488
__________________________________________________________________________________________________
__________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
==================================================================================================
input_image (InputLayer) (None, None, None, 3 0
__________________________________________________________________________________________________
zero_padding2d_1 (ZeroPadding2D (None, None, None, 3 0 input_image[0][0]
__________________________________________________________________________________________________
conv1 (Conv2D) (None, None, None, 6 9472 zero_padding2d_1[0][0]
__________________________________________________________________________________________________
bn_conv1 (BatchNorm) (None, None, None, 6 256 conv1[0][0]
__________________________________________________________________________________________________
activation_1 (Activation) (None, None, None, 6 0 bn_conv1[0][0]
__________________________________________________________________________________________________
max_pooling2d_1 (MaxPooling2D) (None, None, None, 6 0 activation_1[0][0]
__________________________________________________________________________________________________
res2a_branch2a (Conv2D) (None, None, None, 6 4160 max_pooling2d_1[0][0]
__________________________________________________________________________________________________
bn2a_branch2a (BatchNorm) (None, None, None, 6 256 res2a_branch2a[0][0]
__________________________________________________________________________________________________
activation_2 (Activation) (None, None, None, 6 0 bn2a_branch2a[0][0]
__________________________________________________________________________________________________
res2a_branch2b (Conv2D) (None, None, None, 6 36928 activation_2[0][0]
__________________________________________________________________________________________________
bn2a_branch2b (BatchNorm) (None, None, None, 6 256 res2a_branch2b[0][0]
__________________________________________________________________________________________________
activation_3 (Activation) (None, None, None, 6 0 bn2a_branch2b[0][0]
__________________________________________________________________________________________________
res2a_branch2c (Conv2D) (None, None, None, 2 16640 activation_3[0][0]
__________________________________________________________________________________________________
res2a_branch1 (Conv2D) (None, None, None, 2 16640 max_pooling2d_1[0][0]
__________________________________________________________________________________________________
bn2a_branch2c (BatchNorm) (None, None, None, 2 1024 res2a_branch2c[0][0]
__________________________________________________________________________________________________
bn2a_branch1 (BatchNorm) (None, None, None, 2 1024 res2a_branch1[0][0]
__________________________________________________________________________________________________
add_1 (Add) (None, None, None, 2 0 bn2a_branch2c[0][0]
bn2a_branch1[0][0]
__________________________________________________________________________________________________
res2a_out (Activation) (None, None, None, 2 0 add_1[0][0]
__________________________________________________________________________________________________
res2b_branch2a (Conv2D) (None, None, None, 6 16448 res2a_out[0][0]
__________________________________________________________________________________________________
bn2b_branch2a (BatchNorm) (None, None, None, 6 256 res2b_branch2a[0][0]
__________________________________________________________________________________________________
activation_4 (Activation) (None, None, None, 6 0 bn2b_branch2a[0][0]
__________________________________________________________________________________________________
res2b_branch2b (Conv2D) (None, None, None, 6 36928 activation_4[0][0]
__________________________________________________________________________________________________
bn2b_branch2b (BatchNorm) (None, None, None, 6 256 res2b_branch2b[0][0]
__________________________________________________________________________________________________
activation_5 (Activation) (None, None, None, 6 0 bn2b_branch2b[0][0]
__________________________________________________________________________________________________
res2b_branch2c (Conv2D) (None, None, None, 2 16640 activation_5[0][0]
__________________________________________________________________________________________________
bn2b_branch2c (BatchNorm) (None, None, None, 2 1024 res2b_branch2c[0][0]
__________________________________________________________________________________________________
add_2 (Add) (None, None, None, 2 0 bn2b_branch2c[0][0]
res2a_out[0][0]
__________________________________________________________________________________________________
res2b_out (Activation) (None, None, None, 2 0 add_2[0][0]
__________________________________________________________________________________________________
res2c_branch2a (Conv2D) (None, None, None, 6 16448 res2b_out[0][0]
__________________________________________________________________________________________________
bn2c_branch2a (BatchNorm) (None, None, None, 6 256 res2c_branch2a[0][0]
__________________________________________________________________________________________________
activation_6 (Activation) (None, None, None, 6 0 bn2c_branch2a[0][0]
__________________________________________________________________________________________________
res2c_branch2b (Conv2D) (None, None, None, 6 36928 activation_6[0][0]
__________________________________________________________________________________________________
bn2c_branch2b (BatchNorm) (None, None, None, 6 256 res2c_branch2b[0][0]
__________________________________________________________________________________________________
activation_7 (Activation) (None, None, None, 6 0 bn2c_branch2b[0][0]
__________________________________________________________________________________________________
res2c_branch2c (Conv2D) (None, None, None, 2 16640 activation_7[0][0]
__________________________________________________________________________________________________
bn2c_branch2c (BatchNorm) (None, None, None, 2 1024 res2c_branch2c[0][0]
__________________________________________________________________________________________________
add_3 (Add) (None, None, None, 2 0 bn2c_branch2c[0][0]
res2b_out[0][0]
__________________________________________________________________________________________________
res2c_out (Activation) (None, None, None, 2 0 add_3[0][0]
__________________________________________________________________________________________________
res3a_branch2a (Conv2D) (None, None, None, 1 32896 res2c_out[0][0]
__________________________________________________________________________________________________
bn3a_branch2a (BatchNorm) (None, None, None, 1 512 res3a_branch2a[0][0]
__________________________________________________________________________________________________
activation_8 (Activation) (None, None, None, 1 0 bn3a_branch2a[0][0]
__________________________________________________________________________________________________
res3a_branch2b (Conv2D) (None, None, None, 1 147584 activation_8[0][0]
__________________________________________________________________________________________________
bn3a_branch2b (BatchNorm) (None, None, None, 1 512 res3a_branch2b[0][0]
__________________________________________________________________________________________________
activation_9 (Activation) (None, None, None, 1 0 bn3a_branch2b[0][0]
__________________________________________________________________________________________________
res3a_branch2c (Conv2D) (None, None, None, 5 66048 activation_9[0][0]
__________________________________________________________________________________________________
res3a_branch1 (Conv2D) (None, None, None, 5 131584 res2c_out[0][0]
__________________________________________________________________________________________________
bn3a_branch2c (BatchNorm) (None, None, None, 5 2048 res3a_branch2c[0][0]
__________________________________________________________________________________________________
bn3a_branch1 (BatchNorm) (None, None, None, 5 2048 res3a_branch1[0][0]
__________________________________________________________________________________________________
add_4 (Add) (None, None, None, 5 0 bn3a_branch2c[0][0]
bn3a_branch1[0][0]
__________________________________________________________________________________________________
res3a_out (Activation) (None, None, None, 5 0 add_4[0][0]
__________________________________________________________________________________________________
res3b_branch2a (Conv2D) (None, None, None, 1 65664 res3a_out[0][0]
__________________________________________________________________________________________________
bn3b_branch2a (BatchNorm) (None, None, None, 1 512 res3b_branch2a[0][0]
__________________________________________________________________________________________________
activation_10 (Activation) (None, None, None, 1 0 bn3b_branch2a[0][0]
__________________________________________________________________________________________________
res3b_branch2b (Conv2D) (None, None, None, 1 147584 activation_10[0][0]
__________________________________________________________________________________________________
bn3b_branch2b (BatchNorm) (None, None, None, 1 512 res3b_branch2b[0][0]
__________________________________________________________________________________________________
activation_11 (Activation) (None, None, None, 1 0 bn3b_branch2b[0][0]
__________________________________________________________________________________________________
res3b_branch2c (Conv2D) (None, None, None, 5 66048 activation_11[0][0]
__________________________________________________________________________________________________
bn3b_branch2c (BatchNorm) (None, None, None, 5 2048 res3b_branch2c[0][0]
__________________________________________________________________________________________________
add_5 (Add) (None, None, None, 5 0 bn3b_branch2c[0][0]
res3a_out[0][0]
__________________________________________________________________________________________________
res3b_out (Activation) (None, None, None, 5 0 add_5[0][0]
__________________________________________________________________________________________________
res3c_branch2a (Conv2D) (None, None, None, 1 65664 res3b_out[0][0]
__________________________________________________________________________________________________
bn3c_branch2a (BatchNorm) (None, None, None, 1 512 res3c_branch2a[0][0]
__________________________________________________________________________________________________
activation_12 (Activation) (None, None, None, 1 0 bn3c_branch2a[0][0]
__________________________________________________________________________________________________
res3c_branch2b (Conv2D) (None, None, None, 1 147584 activation_12[0][0]
__________________________________________________________________________________________________
bn3c_branch2b (BatchNorm) (None, None, None, 1 512 res3c_branch2b[0][0]
__________________________________________________________________________________________________
activation_13 (Activation) (None, None, None, 1 0 bn3c_branch2b[0][0]
__________________________________________________________________________________________________
res3c_branch2c (Conv2D) (None, None, None, 5 66048 activation_13[0][0]
__________________________________________________________________________________________________
bn3c_branch2c (BatchNorm) (None, None, None, 5 2048 res3c_branch2c[0][0]
__________________________________________________________________________________________________
add_6 (Add) (None, None, None, 5 0 bn3c_branch2c[0][0]
res3b_out[0][0]
__________________________________________________________________________________________________
res3c_out (Activation) (None, None, None, 5 0 add_6[0][0]
__________________________________________________________________________________________________
res3d_branch2a (Conv2D) (None, None, None, 1 65664 res3c_out[0][0]
__________________________________________________________________________________________________
bn3d_branch2a (BatchNorm) (None, None, None, 1 512 res3d_branch2a[0][0]
__________________________________________________________________________________________________
activation_14 (Activation) (None, None, None, 1 0 bn3d_branch2a[0][0]
__________________________________________________________________________________________________
res3d_branch2b (Conv2D) (None, None, None, 1 147584 activation_14[0][0]
__________________________________________________________________________________________________
bn3d_branch2b (BatchNorm) (None, None, None, 1 512 res3d_branch2b[0][0]
__________________________________________________________________________________________________
activation_15 (Activation) (None, None, None, 1 0 bn3d_branch2b[0][0]
__________________________________________________________________________________________________
res3d_branch2c (Conv2D) (None, None, None, 5 66048 activation_15[0][0]
__________________________________________________________________________________________________
bn3d_branch2c (BatchNorm) (None, None, None, 5 2048 res3d_branch2c[0][0]
__________________________________________________________________________________________________
add_7 (Add) (None, None, None, 5 0 bn3d_branch2c[0][0]
res3c_out[0][0]
__________________________________________________________________________________________________
res3d_out (Activation) (None, None, None, 5 0 add_7[0][0]
__________________________________________________________________________________________________
res4a_branch2a (Conv2D) (None, None, None, 2 131328 res3d_out[0][0]
__________________________________________________________________________________________________
bn4a_branch2a (BatchNorm) (None, None, None, 2 1024 res4a_branch2a[0][0]
__________________________________________________________________________________________________
activation_16 (Activation) (None, None, None, 2 0 bn4a_branch2a[0][0]
__________________________________________________________________________________________________
res4a_branch2b (Conv2D) (None, None, None, 2 590080 activation_16[0][0]
__________________________________________________________________________________________________
bn4a_branch2b (BatchNorm) (None, None, None, 2 1024 res4a_branch2b[0][0]
__________________________________________________________________________________________________
activation_17 (Activation) (None, None, None, 2 0 bn4a_branch2b[0][0]
__________________________________________________________________________________________________
res4a_branch2c (Conv2D) (None, None, None, 1 263168 activation_17[0][0]
__________________________________________________________________________________________________
res4a_branch1 (Conv2D) (None, None, None, 1 525312 res3d_out[0][0]
__________________________________________________________________________________________________
bn4a_branch2c (BatchNorm) (None, None, None, 1 4096 res4a_branch2c[0][0]
__________________________________________________________________________________________________
bn4a_branch1 (BatchNorm) (None, None, None, 1 4096 res4a_branch1[0][0]
__________________________________________________________________________________________________
add_8 (Add) (None, None, None, 1 0 bn4a_branch2c[0][0]
bn4a_branch1[0][0]
__________________________________________________________________________________________________
res4a_out (Activation) (None, None, None, 1 0 add_8[0][0]
__________________________________________________________________________________________________
res4b_branch2a (Conv2D) (None, None, None, 2 262400 res4a_out[0][0]
__________________________________________________________________________________________________
bn4b_branch2a (BatchNorm) (None, None, None, 2 1024 res4b_branch2a[0][0]
__________________________________________________________________________________________________
activation_18 (Activation) (None, None, None, 2 0 bn4b_branch2a[0][0]
__________________________________________________________________________________________________
res4b_branch2b (Conv2D) (None, None, None, 2 590080 activation_18[0][0]
__________________________________________________________________________________________________
bn4b_branch2b (BatchNorm) (None, None, None, 2 1024 res4b_branch2b[0][0]
__________________________________________________________________________________________________
activation_19 (Activation) (None, None, None, 2 0 bn4b_branch2b[0][0]
__________________________________________________________________________________________________
res4b_branch2c (Conv2D) (None, None, None, 1 263168 activation_19[0][0]
__________________________________________________________________________________________________
bn4b_branch2c (BatchNorm) (None, None, None, 1 4096 res4b_branch2c[0][0]
__________________________________________________________________________________________________
add_9 (Add) (None, None, None, 1 0 bn4b_branch2c[0][0]
res4a_out[0][0]
__________________________________________________________________________________________________
res4b_out (Activation) (None, None, None, 1 0 add_9[0][0]
__________________________________________________________________________________________________
res4c_branch2a (Conv2D) (None, None, None, 2 262400 res4b_out[0][0]
__________________________________________________________________________________________________
bn4c_branch2a (BatchNorm) (None, None, None, 2 1024 res4c_branch2a[0][0]
__________________________________________________________________________________________________
activation_20 (Activation) (None, None, None, 2 0 bn4c_branch2a[0][0]
__________________________________________________________________________________________________
res4c_branch2b (Conv2D) (None, None, None, 2 590080 activation_20[0][0]
__________________________________________________________________________________________________
bn4c_branch2b (BatchNorm) (None, None, None, 2 1024 res4c_branch2b[0][0]
__________________________________________________________________________________________________
activation_21 (Activation) (None, None, None, 2 0 bn4c_branch2b[0][0]
__________________________________________________________________________________________________
res4c_branch2c (Conv2D) (None, None, None, 1 263168 activation_21[0][0]
__________________________________________________________________________________________________
bn4c_branch2c (BatchNorm) (None, None, None, 1 4096 res4c_branch2c[0][0]
__________________________________________________________________________________________________
add_10 (Add) (None, None, None, 1 0 bn4c_branch2c[0][0]
res4b_out[0][0]
__________________________________________________________________________________________________
res4c_out (Activation) (None, None, None, 1 0 add_10[0][0]
__________________________________________________________________________________________________
res4d_branch2a (Conv2D) (None, None, None, 2 262400 res4c_out[0][0]
__________________________________________________________________________________________________
bn4d_branch2a (BatchNorm) (None, None, None, 2 1024 res4d_branch2a[0][0]
__________________________________________________________________________________________________
activation_22 (Activation) (None, None, None, 2 0 bn4d_branch2a[0][0]
__________________________________________________________________________________________________
res4d_branch2b (Conv2D) (None, None, None, 2 590080 activation_22[0][0]
__________________________________________________________________________________________________
bn4d_branch2b (BatchNorm) (None, None, None, 2 1024 res4d_branch2b[0][0]
__________________________________________________________________________________________________
activation_23 (Activation) (None, None, None, 2 0 bn4d_branch2b[0][0]
__________________________________________________________________________________________________
res4d_branch2c (Conv2D) (None, None, None, 1 263168 activation_23[0][0]
__________________________________________________________________________________________________
bn4d_branch2c (BatchNorm) (None, None, None, 1 4096 res4d_branch2c[0][0]
__________________________________________________________________________________________________
add_11 (Add) (None, None, None, 1 0 bn4d_branch2c[0][0]
res4c_out[0][0]
__________________________________________________________________________________________________
res4d_out (Activation) (None, None, None, 1 0 add_11[0][0]
__________________________________________________________________________________________________
res4e_branch2a (Conv2D) (None, None, None, 2 262400 res4d_out[0][0]
__________________________________________________________________________________________________
bn4e_branch2a (BatchNorm) (None, None, None, 2 1024 res4e_branch2a[0][0]
__________________________________________________________________________________________________
activation_24 (Activation) (None, None, None, 2 0 bn4e_branch2a[0][0]
__________________________________________________________________________________________________
res4e_branch2b (Conv2D) (None, None, None, 2 590080 activation_24[0][0]
__________________________________________________________________________________________________
bn4e_branch2b (BatchNorm) (None, None, None, 2 1024 res4e_branch2b[0][0]
__________________________________________________________________________________________________
activation_25 (Activation) (None, None, None, 2 0 bn4e_branch2b[0][0]
__________________________________________________________________________________________________
res4e_branch2c (Conv2D) (None, None, None, 1 263168 activation_25[0][0]
__________________________________________________________________________________________________
bn4e_branch2c (BatchNorm) (None, None, None, 1 4096 res4e_branch2c[0][0]
__________________________________________________________________________________________________
add_12 (Add) (None, None, None, 1 0 bn4e_branch2c[0][0]
res4d_out[0][0]
__________________________________________________________________________________________________
res4e_out (Activation) (None, None, None, 1 0 add_12[0][0]
__________________________________________________________________________________________________
res4f_branch2a (Conv2D) (None, None, None, 2 262400 res4e_out[0][0]
__________________________________________________________________________________________________
bn4f_branch2a (BatchNorm) (None, None, None, 2 1024 res4f_branch2a[0][0]
__________________________________________________________________________________________________
activation_26 (Activation) (None, None, None, 2 0 bn4f_branch2a[0][0]
__________________________________________________________________________________________________
res4f_branch2b (Conv2D) (None, None, None, 2 590080 activation_26[0][0]
__________________________________________________________________________________________________
bn4f_branch2b (BatchNorm) (None, None, None, 2 1024 res4f_branch2b[0][0]
__________________________________________________________________________________________________
activation_27 (Activation) (None, None, None, 2 0 bn4f_branch2b[0][0]
__________________________________________________________________________________________________
res4f_branch2c (Conv2D) (None, None, None, 1 263168 activation_27[0][0]
__________________________________________________________________________________________________
bn4f_branch2c (BatchNorm) (None, None, None, 1 4096 res4f_branch2c[0][0]
__________________________________________________________________________________________________
add_13 (Add) (None, None, None, 1 0 bn4f_branch2c[0][0]
res4e_out[0][0]
__________________________________________________________________________________________________
res4f_out (Activation) (None, None, None, 1 0 add_13[0][0]
__________________________________________________________________________________________________
res4g_branch2a (Conv2D) (None, None, None, 2 262400 res4f_out[0][0]
__________________________________________________________________________________________________
bn4g_branch2a (BatchNorm) (None, None, None, 2 1024 res4g_branch2a[0][0]
__________________________________________________________________________________________________
activation_28 (Activation) (None, None, None, 2 0 bn4g_branch2a[0][0]
__________________________________________________________________________________________________
res4g_branch2b (Conv2D) (None, None, None, 2 590080 activation_28[0][0]
__________________________________________________________________________________________________
bn4g_branch2b (BatchNorm) (None, None, None, 2 1024 res4g_branch2b[0][0]
__________________________________________________________________________________________________
activation_29 (Activation) (None, None, None, 2 0 bn4g_branch2b[0][0]
__________________________________________________________________________________________________
res4g_branch2c (Conv2D) (None, None, None, 1 263168 activation_29[0][0]
__________________________________________________________________________________________________
bn4g_branch2c (BatchNorm) (None, None, None, 1 4096 res4g_branch2c[0][0]
__________________________________________________________________________________________________
add_14 (Add) (None, None, None, 1 0 bn4g_branch2c[0][0]
res4f_out[0][0]
__________________________________________________________________________________________________
res4g_out (Activation) (None, None, None, 1 0 add_14[0][0]
__________________________________________________________________________________________________
res4h_branch2a (Conv2D) (None, None, None, 2 262400 res4g_out[0][0]
__________________________________________________________________________________________________
bn4h_branch2a (BatchNorm) (None, None, None, 2 1024 res4h_branch2a[0][0]
__________________________________________________________________________________________________
activation_30 (Activation) (None, None, None, 2 0 bn4h_branch2a[0][0]
__________________________________________________________________________________________________
res4h_branch2b (Conv2D) (None, None, None, 2 590080 activation_30[0][0]
__________________________________________________________________________________________________
bn4h_branch2b (BatchNorm) (None, None, None, 2 1024 res4h_branch2b[0][0]
__________________________________________________________________________________________________
activation_31 (Activation) (None, None, None, 2 0 bn4h_branch2b[0][0]
__________________________________________________________________________________________________
res4h_branch2c (Conv2D) (None, None, None, 1 263168 activation_31[0][0]
__________________________________________________________________________________________________
bn4h_branch2c (BatchNorm) (None, None, None, 1 4096 res4h_branch2c[0][0]
__________________________________________________________________________________________________
add_15 (Add) (None, None, None, 1 0 bn4h_branch2c[0][0]
res4g_out[0][0]
__________________________________________________________________________________________________
res4h_out (Activation) (None, None, None, 1 0 add_15[0][0]
__________________________________________________________________________________________________
res4i_branch2a (Conv2D) (None, None, None, 2 262400 res4h_out[0][0]
__________________________________________________________________________________________________
bn4i_branch2a (BatchNorm) (None, None, None, 2 1024 res4i_branch2a[0][0]
__________________________________________________________________________________________________
activation_32 (Activation) (None, None, None, 2 0 bn4i_branch2a[0][0]
__________________________________________________________________________________________________
res4i_branch2b (Conv2D) (None, None, None, 2 590080 activation_32[0][0]
__________________________________________________________________________________________________
bn4i_branch2b (BatchNorm) (None, None, None, 2 1024 res4i_branch2b[0][0]
__________________________________________________________________________________________________
activation_33 (Activation) (None, None, None, 2 0 bn4i_branch2b[0][0]
__________________________________________________________________________________________________
res4i_branch2c (Conv2D) (None, None, None, 1 263168 activation_33[0][0]
__________________________________________________________________________________________________
bn4i_branch2c (BatchNorm) (None, None, None, 1 4096 res4i_branch2c[0][0]
__________________________________________________________________________________________________
add_16 (Add) (None, None, None, 1 0 bn4i_branch2c[0][0]
res4h_out[0][0]
__________________________________________________________________________________________________
res4i_out (Activation) (None, None, None, 1 0 add_16[0][0]
__________________________________________________________________________________________________
res4j_branch2a (Conv2D) (None, None, None, 2 262400 res4i_out[0][0]
__________________________________________________________________________________________________
bn4j_branch2a (BatchNorm) (None, None, None, 2 1024 res4j_branch2a[0][0]
__________________________________________________________________________________________________
activation_34 (Activation) (None, None, None, 2 0 bn4j_branch2a[0][0]
__________________________________________________________________________________________________
res4j_branch2b (Conv2D) (None, None, None, 2 590080 activation_34[0][0]
__________________________________________________________________________________________________
bn4j_branch2b (BatchNorm) (None, None, None, 2 1024 res4j_branch2b[0][0]
__________________________________________________________________________________________________
activation_35 (Activation) (None, None, None, 2 0 bn4j_branch2b[0][0]
__________________________________________________________________________________________________
res4j_branch2c (Conv2D) (None, None, None, 1 263168 activation_35[0][0]
__________________________________________________________________________________________________
bn4j_branch2c (BatchNorm) (None, None, None, 1 4096 res4j_branch2c[0][0]
__________________________________________________________________________________________________
add_17 (Add) (None, None, None, 1 0 bn4j_branch2c[0][0]
res4i_out[0][0]
__________________________________________________________________________________________________
res4j_out (Activation) (None, None, None, 1 0 add_17[0][0]
__________________________________________________________________________________________________
res4k_branch2a (Conv2D) (None, None, None, 2 262400 res4j_out[0][0]
__________________________________________________________________________________________________
bn4k_branch2a (BatchNorm) (None, None, None, 2 1024 res4k_branch2a[0][0]
__________________________________________________________________________________________________
activation_36 (Activation) (None, None, None, 2 0 bn4k_branch2a[0][0]
__________________________________________________________________________________________________
res4k_branch2b (Conv2D) (None, None, None, 2 590080 activation_36[0][0]
__________________________________________________________________________________________________
bn4k_branch2b (BatchNorm) (None, None, None, 2 1024 res4k_branch2b[0][0]
__________________________________________________________________________________________________
activation_37 (Activation) (None, None, None, 2 0 bn4k_branch2b[0][0]
__________________________________________________________________________________________________
res4k_branch2c (Conv2D) (None, None, None, 1 263168 activation_37[0][0]
__________________________________________________________________________________________________
bn4k_branch2c (BatchNorm) (None, None, None, 1 4096 res4k_branch2c[0][0]
__________________________________________________________________________________________________
add_18 (Add) (None, None, None, 1 0 bn4k_branch2c[0][0]
res4j_out[0][0]
__________________________________________________________________________________________________
res4k_out (Activation) (None, None, None, 1 0 add_18[0][0]
__________________________________________________________________________________________________
res4l_branch2a (Conv2D) (None, None, None, 2 262400 res4k_out[0][0]
__________________________________________________________________________________________________
bn4l_branch2a (BatchNorm) (None, None, None, 2 1024 res4l_branch2a[0][0]
__________________________________________________________________________________________________
activation_38 (Activation) (None, None, None, 2 0 bn4l_branch2a[0][0]
__________________________________________________________________________________________________
res4l_branch2b (Conv2D) (None, None, None, 2 590080 activation_38[0][0]
__________________________________________________________________________________________________
bn4l_branch2b (BatchNorm) (None, None, None, 2 1024 res4l_branch2b[0][0]
__________________________________________________________________________________________________
activation_39 (Activation) (None, None, None, 2 0 bn4l_branch2b[0][0]
__________________________________________________________________________________________________
res4l_branch2c (Conv2D) (None, None, None, 1 263168 activation_39[0][0]
__________________________________________________________________________________________________
bn4l_branch2c (BatchNorm) (None, None, None, 1 4096 res4l_branch2c[0][0]
__________________________________________________________________________________________________
add_19 (Add) (None, None, None, 1 0 bn4l_branch2c[0][0]
res4k_out[0][0]
__________________________________________________________________________________________________
res4l_out (Activation) (None, None, None, 1 0 add_19[0][0]
__________________________________________________________________________________________________
res4m_branch2a (Conv2D) (None, None, None, 2 262400 res4l_out[0][0]
__________________________________________________________________________________________________
bn4m_branch2a (BatchNorm) (None, None, None, 2 1024 res4m_branch2a[0][0]
__________________________________________________________________________________________________
activation_40 (Activation) (None, None, None, 2 0 bn4m_branch2a[0][0]
__________________________________________________________________________________________________
res4m_branch2b (Conv2D) (None, None, None, 2 590080 activation_40[0][0]
__________________________________________________________________________________________________
bn4m_branch2b (BatchNorm) (None, None, None, 2 1024 res4m_branch2b[0][0]
__________________________________________________________________________________________________
activation_41 (Activation) (None, None, None, 2 0 bn4m_branch2b[0][0]
__________________________________________________________________________________________________
res4m_branch2c (Conv2D) (None, None, None, 1 263168 activation_41[0][0]
__________________________________________________________________________________________________
bn4m_branch2c (BatchNorm) (None, None, None, 1 4096 res4m_branch2c[0][0]
__________________________________________________________________________________________________
add_20 (Add) (None, None, None, 1 0 bn4m_branch2c[0][0]
res4l_out[0][0]
__________________________________________________________________________________________________
res4m_out (Activation) (None, None, None, 1 0 add_20[0][0]
__________________________________________________________________________________________________
res4n_branch2a (Conv2D) (None, None, None, 2 262400 res4m_out[0][0]
__________________________________________________________________________________________________
bn4n_branch2a (BatchNorm) (None, None, None, 2 1024 res4n_branch2a[0][0]
__________________________________________________________________________________________________
activation_42 (Activation) (None, None, None, 2 0 bn4n_branch2a[0][0]
__________________________________________________________________________________________________
res4n_branch2b (Conv2D) (None, None, None, 2 590080 activation_42[0][0]
__________________________________________________________________________________________________
bn4n_branch2b (BatchNorm) (None, None, None, 2 1024 res4n_branch2b[0][0]
__________________________________________________________________________________________________
activation_43 (Activation) (None, None, None, 2 0 bn4n_branch2b[0][0]
__________________________________________________________________________________________________
res4n_branch2c (Conv2D) (None, None, None, 1 263168 activation_43[0][0]
__________________________________________________________________________________________________
bn4n_branch2c (BatchNorm) (None, None, None, 1 4096 res4n_branch2c[0][0]
__________________________________________________________________________________________________
add_21 (Add) (None, None, None, 1 0 bn4n_branch2c[0][0]
res4m_out[0][0]
__________________________________________________________________________________________________
res4n_out (Activation) (None, None, None, 1 0 add_21[0][0]
__________________________________________________________________________________________________
res4o_branch2a (Conv2D) (None, None, None, 2 262400 res4n_out[0][0]
__________________________________________________________________________________________________
bn4o_branch2a (BatchNorm) (None, None, None, 2 1024 res4o_branch2a[0][0]
__________________________________________________________________________________________________
activation_44 (Activation) (None, None, None, 2 0 bn4o_branch2a[0][0]
__________________________________________________________________________________________________
res4o_branch2b (Conv2D) (None, None, None, 2 590080 activation_44[0][0]
__________________________________________________________________________________________________
bn4o_branch2b (BatchNorm) (None, None, None, 2 1024 res4o_branch2b[0][0]
__________________________________________________________________________________________________
activation_45 (Activation) (None, None, None, 2 0 bn4o_branch2b[0][0]
__________________________________________________________________________________________________
res4o_branch2c (Conv2D) (None, None, None, 1 263168 activation_45[0][0]
__________________________________________________________________________________________________
bn4o_branch2c (BatchNorm) (None, None, None, 1 4096 res4o_branch2c[0][0]
__________________________________________________________________________________________________
add_22 (Add) (None, None, None, 1 0 bn4o_branch2c[0][0]
res4n_out[0][0]
__________________________________________________________________________________________________
res4o_out (Activation) (None, None, None, 1 0 add_22[0][0]
__________________________________________________________________________________________________
res4p_branch2a (Conv2D) (None, None, None, 2 262400 res4o_out[0][0]
__________________________________________________________________________________________________
bn4p_branch2a (BatchNorm) (None, None, None, 2 1024 res4p_branch2a[0][0]
__________________________________________________________________________________________________
activation_46 (Activation) (None, None, None, 2 0 bn4p_branch2a[0][0]
__________________________________________________________________________________________________
res4p_branch2b (Conv2D) (None, None, None, 2 590080 activation_46[0][0]
__________________________________________________________________________________________________
bn4p_branch2b (BatchNorm) (None, None, None, 2 1024 res4p_branch2b[0][0]
__________________________________________________________________________________________________
activation_47 (Activation) (None, None, None, 2 0 bn4p_branch2b[0][0]
__________________________________________________________________________________________________
res4p_branch2c (Conv2D) (None, None, None, 1 263168 activation_47[0][0]
__________________________________________________________________________________________________
bn4p_branch2c (BatchNorm) (None, None, None, 1 4096 res4p_branch2c[0][0]
__________________________________________________________________________________________________
add_23 (Add) (None, None, None, 1 0 bn4p_branch2c[0][0]
res4o_out[0][0]
__________________________________________________________________________________________________
res4p_out (Activation) (None, None, None, 1 0 add_23[0][0]
__________________________________________________________________________________________________
res4q_branch2a (Conv2D) (None, None, None, 2 262400 res4p_out[0][0]
__________________________________________________________________________________________________
bn4q_branch2a (BatchNorm) (None, None, None, 2 1024 res4q_branch2a[0][0]
__________________________________________________________________________________________________
activation_48 (Activation) (None, None, None, 2 0 bn4q_branch2a[0][0]
__________________________________________________________________________________________________
res4q_branch2b (Conv2D) (None, None, None, 2 590080 activation_48[0][0]
__________________________________________________________________________________________________
bn4q_branch2b (BatchNorm) (None, None, None, 2 1024 res4q_branch2b[0][0]
__________________________________________________________________________________________________
activation_49 (Activation) (None, None, None, 2 0 bn4q_branch2b[0][0]
__________________________________________________________________________________________________
res4q_branch2c (Conv2D) (None, None, None, 1 263168 activation_49[0][0]
__________________________________________________________________________________________________
bn4q_branch2c (BatchNorm) (None, None, None, 1 4096 res4q_branch2c[0][0]
__________________________________________________________________________________________________
add_24 (Add) (None, None, None, 1 0 bn4q_branch2c[0][0]
res4p_out[0][0]
__________________________________________________________________________________________________
res4q_out (Activation) (None, None, None, 1 0 add_24[0][0]
__________________________________________________________________________________________________
res4r_branch2a (Conv2D) (None, None, None, 2 262400 res4q_out[0][0]
__________________________________________________________________________________________________
bn4r_branch2a (BatchNorm) (None, None, None, 2 1024 res4r_branch2a[0][0]
__________________________________________________________________________________________________
activation_50 (Activation) (None, None, None, 2 0 bn4r_branch2a[0][0]
__________________________________________________________________________________________________
res4r_branch2b (Conv2D) (None, None, None, 2 590080 activation_50[0][0]
__________________________________________________________________________________________________
bn4r_branch2b (BatchNorm) (None, None, None, 2 1024 res4r_branch2b[0][0]
__________________________________________________________________________________________________
activation_51 (Activation) (None, None, None, 2 0 bn4r_branch2b[0][0]
__________________________________________________________________________________________________
res4r_branch2c (Conv2D) (None, None, None, 1 263168 activation_51[0][0]
__________________________________________________________________________________________________
bn4r_branch2c (BatchNorm) (None, None, None, 1 4096 res4r_branch2c[0][0]
__________________________________________________________________________________________________
add_25 (Add) (None, None, None, 1 0 bn4r_branch2c[0][0]
res4q_out[0][0]
__________________________________________________________________________________________________
res4r_out (Activation) (None, None, None, 1 0 add_25[0][0]
__________________________________________________________________________________________________
res4s_branch2a (Conv2D) (None, None, None, 2 262400 res4r_out[0][0]
__________________________________________________________________________________________________
bn4s_branch2a (BatchNorm) (None, None, None, 2 1024 res4s_branch2a[0][0]
__________________________________________________________________________________________________
activation_52 (Activation) (None, None, None, 2 0 bn4s_branch2a[0][0]
__________________________________________________________________________________________________
res4s_branch2b (Conv2D) (None, None, None, 2 590080 activation_52[0][0]
__________________________________________________________________________________________________
bn4s_branch2b (BatchNorm) (None, None, None, 2 1024 res4s_branch2b[0][0]
__________________________________________________________________________________________________
activation_53 (Activation) (None, None, None, 2 0 bn4s_branch2b[0][0]
__________________________________________________________________________________________________
res4s_branch2c (Conv2D) (None, None, None, 1 263168 activation_53[0][0]
__________________________________________________________________________________________________
bn4s_branch2c (BatchNorm) (None, None, None, 1 4096 res4s_branch2c[0][0]
__________________________________________________________________________________________________
add_26 (Add) (None, None, None, 1 0 bn4s_branch2c[0][0]
res4r_out[0][0]
__________________________________________________________________________________________________
res4s_out (Activation) (None, None, None, 1 0 add_26[0][0]
__________________________________________________________________________________________________
res4t_branch2a (Conv2D) (None, None, None, 2 262400 res4s_out[0][0]
__________________________________________________________________________________________________
bn4t_branch2a (BatchNorm) (None, None, None, 2 1024 res4t_branch2a[0][0]
__________________________________________________________________________________________________
activation_54 (Activation) (None, None, None, 2 0 bn4t_branch2a[0][0]
__________________________________________________________________________________________________
res4t_branch2b (Conv2D) (None, None, None, 2 590080 activation_54[0][0]
__________________________________________________________________________________________________
bn4t_branch2b (BatchNorm) (None, None, None, 2 1024 res4t_branch2b[0][0]
__________________________________________________________________________________________________
activation_55 (Activation) (None, None, None, 2 0 bn4t_branch2b[0][0]
__________________________________________________________________________________________________
res4t_branch2c (Conv2D) (None, None, None, 1 263168 activation_55[0][0]
__________________________________________________________________________________________________
bn4t_branch2c (BatchNorm) (None, None, None, 1 4096 res4t_branch2c[0][0]
__________________________________________________________________________________________________
add_27 (Add) (None, None, None, 1 0 bn4t_branch2c[0][0]
res4s_out[0][0]
__________________________________________________________________________________________________
res4t_out (Activation) (None, None, None, 1 0 add_27[0][0]
__________________________________________________________________________________________________
res4u_branch2a (Conv2D) (None, None, None, 2 262400 res4t_out[0][0]
__________________________________________________________________________________________________
bn4u_branch2a (BatchNorm) (None, None, None, 2 1024 res4u_branch2a[0][0]
__________________________________________________________________________________________________
activation_56 (Activation) (None, None, None, 2 0 bn4u_branch2a[0][0]
__________________________________________________________________________________________________
res4u_branch2b (Conv2D) (None, None, None, 2 590080 activation_56[0][0]
__________________________________________________________________________________________________
bn4u_branch2b (BatchNorm) (None, None, None, 2 1024 res4u_branch2b[0][0]
__________________________________________________________________________________________________
activation_57 (Activation) (None, None, None, 2 0 bn4u_branch2b[0][0]
__________________________________________________________________________________________________
res4u_branch2c (Conv2D) (None, None, None, 1 263168 activation_57[0][0]
__________________________________________________________________________________________________
bn4u_branch2c (BatchNorm) (None, None, None, 1 4096 res4u_branch2c[0][0]
__________________________________________________________________________________________________
add_28 (Add) (None, None, None, 1 0 bn4u_branch2c[0][0]
res4t_out[0][0]
__________________________________________________________________________________________________
res4u_out (Activation) (None, None, None, 1 0 add_28[0][0]
__________________________________________________________________________________________________
res4v_branch2a (Conv2D) (None, None, None, 2 262400 res4u_out[0][0]
__________________________________________________________________________________________________
bn4v_branch2a (BatchNorm) (None, None, None, 2 1024 res4v_branch2a[0][0]
__________________________________________________________________________________________________
activation_58 (Activation) (None, None, None, 2 0 bn4v_branch2a[0][0]
__________________________________________________________________________________________________
res4v_branch2b (Conv2D) (None, None, None, 2 590080 activation_58[0][0]
__________________________________________________________________________________________________
bn4v_branch2b (BatchNorm) (None, None, None, 2 1024 res4v_branch2b[0][0]
__________________________________________________________________________________________________
activation_59 (Activation) (None, None, None, 2 0 bn4v_branch2b[0][0]
__________________________________________________________________________________________________
res4v_branch2c (Conv2D) (None, None, None, 1 263168 activation_59[0][0]
__________________________________________________________________________________________________
bn4v_branch2c (BatchNorm) (None, None, None, 1 4096 res4v_branch2c[0][0]
__________________________________________________________________________________________________
add_29 (Add) (None, None, None, 1 0 bn4v_branch2c[0][0]
res4u_out[0][0]
__________________________________________________________________________________________________
res4v_out (Activation) (None, None, None, 1 0 add_29[0][0]
__________________________________________________________________________________________________
res4w_branch2a (Conv2D) (None, None, None, 2 262400 res4v_out[0][0]
__________________________________________________________________________________________________
bn4w_branch2a (BatchNorm) (None, None, None, 2 1024 res4w_branch2a[0][0]
__________________________________________________________________________________________________
activation_60 (Activation) (None, None, None, 2 0 bn4w_branch2a[0][0]
__________________________________________________________________________________________________
res4w_branch2b (Conv2D) (None, None, None, 2 590080 activation_60[0][0]
__________________________________________________________________________________________________
bn4w_branch2b (BatchNorm) (None, None, None, 2 1024 res4w_branch2b[0][0]
__________________________________________________________________________________________________
activation_61 (Activation) (None, None, None, 2 0 bn4w_branch2b[0][0]
__________________________________________________________________________________________________
res4w_branch2c (Conv2D) (None, None, None, 1 263168 activation_61[0][0]
__________________________________________________________________________________________________
bn4w_branch2c (BatchNorm) (None, None, None, 1 4096 res4w_branch2c[0][0]
__________________________________________________________________________________________________
add_30 (Add) (None, None, None, 1 0 bn4w_branch2c[0][0]
res4v_out[0][0]
__________________________________________________________________________________________________
res4w_out (Activation) (None, None, None, 1 0 add_30[0][0]
__________________________________________________________________________________________________
res5a_branch2a (Conv2D) (None, None, None, 5 524800 res4w_out[0][0]
__________________________________________________________________________________________________
bn5a_branch2a (BatchNorm) (None, None, None, 5 2048 res5a_branch2a[0][0]
__________________________________________________________________________________________________
activation_62 (Activation) (None, None, None, 5 0 bn5a_branch2a[0][0]
__________________________________________________________________________________________________
res5a_branch2b (Conv2D) (None, None, None, 5 2359808 activation_62[0][0]
__________________________________________________________________________________________________
bn5a_branch2b (BatchNorm) (None, None, None, 5 2048 res5a_branch2b[0][0]
__________________________________________________________________________________________________
activation_63 (Activation) (None, None, None, 5 0 bn5a_branch2b[0][0]
__________________________________________________________________________________________________
res5a_branch2c (Conv2D) (None, None, None, 2 1050624 activation_63[0][0]
__________________________________________________________________________________________________
res5a_branch1 (Conv2D) (None, None, None, 2 2099200 res4w_out[0][0]
__________________________________________________________________________________________________
bn5a_branch2c (BatchNorm) (None, None, None, 2 8192 res5a_branch2c[0][0]
__________________________________________________________________________________________________
bn5a_branch1 (BatchNorm) (None, None, None, 2 8192 res5a_branch1[0][0]
__________________________________________________________________________________________________
add_31 (Add) (None, None, None, 2 0 bn5a_branch2c[0][0]
bn5a_branch1[0][0]
__________________________________________________________________________________________________
res5a_out (Activation) (None, None, None, 2 0 add_31[0][0]
__________________________________________________________________________________________________
res5b_branch2a (Conv2D) (None, None, None, 5 1049088 res5a_out[0][0]
__________________________________________________________________________________________________
bn5b_branch2a (BatchNorm) (None, None, None, 5 2048 res5b_branch2a[0][0]
__________________________________________________________________________________________________
activation_64 (Activation) (None, None, None, 5 0 bn5b_branch2a[0][0]
__________________________________________________________________________________________________
res5b_branch2b (Conv2D) (None, None, None, 5 2359808 activation_64[0][0]
__________________________________________________________________________________________________
bn5b_branch2b (BatchNorm) (None, None, None, 5 2048 res5b_branch2b[0][0]
__________________________________________________________________________________________________
activation_65 (Activation) (None, None, None, 5 0 bn5b_branch2b[0][0]
__________________________________________________________________________________________________
res5b_branch2c (Conv2D) (None, None, None, 2 1050624 activation_65[0][0]
__________________________________________________________________________________________________
bn5b_branch2c (BatchNorm) (None, None, None, 2 8192 res5b_branch2c[0][0]
__________________________________________________________________________________________________
add_32 (Add) (None, None, None, 2 0 bn5b_branch2c[0][0]
res5a_out[0][0]
__________________________________________________________________________________________________
res5b_out (Activation) (None, None, None, 2 0 add_32[0][0]
__________________________________________________________________________________________________
res5c_branch2a (Conv2D) (None, None, None, 5 1049088 res5b_out[0][0]
__________________________________________________________________________________________________
bn5c_branch2a (BatchNorm) (None, None, None, 5 2048 res5c_branch2a[0][0]
__________________________________________________________________________________________________
activation_66 (Activation) (None, None, None, 5 0 bn5c_branch2a[0][0]
__________________________________________________________________________________________________
res5c_branch2b (Conv2D) (None, None, None, 5 2359808 activation_66[0][0]
__________________________________________________________________________________________________
bn5c_branch2b (BatchNorm) (None, None, None, 5 2048 res5c_branch2b[0][0]
__________________________________________________________________________________________________
activation_67 (Activation) (None, None, None, 5 0 bn5c_branch2b[0][0]
__________________________________________________________________________________________________
res5c_branch2c (Conv2D) (None, None, None, 2 1050624 activation_67[0][0]
__________________________________________________________________________________________________
bn5c_branch2c (BatchNorm) (None, None, None, 2 8192 res5c_branch2c[0][0]
__________________________________________________________________________________________________
add_33 (Add) (None, None, None, 2 0 bn5c_branch2c[0][0]
res5b_out[0][0]
__________________________________________________________________________________________________
res5c_out (Activation) (None, None, None, 2 0 add_33[0][0]
__________________________________________________________________________________________________
fpn_c5p5 (Conv2D) (None, None, None, 2 524544 res5c_out[0][0]
__________________________________________________________________________________________________
fpn_p5upsampled (UpSampling2D) (None, None, None, 2 0 fpn_c5p5[0][0]
__________________________________________________________________________________________________
fpn_c4p4 (Conv2D) (None, None, None, 2 262400 res4w_out[0][0]
__________________________________________________________________________________________________
fpn_p4add (Add) (None, None, None, 2 0 fpn_p5upsampled[0][0]
fpn_c4p4[0][0]
__________________________________________________________________________________________________
fpn_p4upsampled (UpSampling2D) (None, None, None, 2 0 fpn_p4add[0][0]
__________________________________________________________________________________________________
fpn_c3p3 (Conv2D) (None, None, None, 2 131328 res3d_out[0][0]
__________________________________________________________________________________________________
fpn_p3add (Add) (None, None, None, 2 0 fpn_p4upsampled[0][0]
fpn_c3p3[0][0]
__________________________________________________________________________________________________
fpn_p3upsampled (UpSampling2D) (None, None, None, 2 0 fpn_p3add[0][0]
__________________________________________________________________________________________________
fpn_c2p2 (Conv2D) (None, None, None, 2 65792 res2c_out[0][0]
__________________________________________________________________________________________________
fpn_p2add (Add) (None, None, None, 2 0 fpn_p3upsampled[0][0]
fpn_c2p2[0][0]
__________________________________________________________________________________________________
fpn_p5 (Conv2D) (None, None, None, 2 590080 fpn_c5p5[0][0]
__________________________________________________________________________________________________
fpn_p2 (Conv2D) (None, None, None, 2 590080 fpn_p2add[0][0]
__________________________________________________________________________________________________
fpn_p3 (Conv2D) (None, None, None, 2 590080 fpn_p3add[0][0]
__________________________________________________________________________________________________
fpn_p4 (Conv2D) (None, None, None, 2 590080 fpn_p4add[0][0]
__________________________________________________________________________________________________
fpn_p6 (MaxPooling2D) (None, None, None, 2 0 fpn_p5[0][0]
__________________________________________________________________________________________________
rpn_model (Model) [(None, None, 2), (N 1189394 fpn_p2[0][0]
fpn_p3[0][0]
fpn_p4[0][0]
fpn_p5[0][0]
fpn_p6[0][0]
__________________________________________________________________________________________________
rpn_class (Concatenate) (None, None, 2) 0 rpn_model[1][1]
rpn_model[2][1]
rpn_model[3][1]
rpn_model[4][1]
rpn_model[5][1]
__________________________________________________________________________________________________
rpn_bbox (Concatenate) (None, None, 4) 0 rpn_model[1][2]
rpn_model[2][2]
rpn_model[3][2]
rpn_model[4][2]
rpn_model[5][2]
__________________________________________________________________________________________________
input_anchors (InputLayer) (None, None, 4) 0
__________________________________________________________________________________________________
ROI (ProposalLayer) (None, 1000, 4) 0 rpn_class[0][0]
rpn_bbox[0][0]
input_anchors[0][0]
__________________________________________________________________________________________________
input_image_meta (InputLayer) (None, 14) 0
__________________________________________________________________________________________________
roi_align_classifier (PyramidRO (None, 1000, 7, 7, 2 0 ROI[0][0]
input_image_meta[0][0]
fpn_p2[0][0]
fpn_p3[0][0]
fpn_p4[0][0]
fpn_p5[0][0]
__________________________________________________________________________________________________
mrcnn_class_conv1 (TimeDistribu (None, 1000, 1, 1, 1 12846080 roi_align_classifier[0][0]
__________________________________________________________________________________________________
mrcnn_class_bn1 (TimeDistribute (None, 1000, 1, 1, 1 4096 mrcnn_class_conv1[0][0]
__________________________________________________________________________________________________
activation_68 (Activation) (None, 1000, 1, 1, 1 0 mrcnn_class_bn1[0][0]
__________________________________________________________________________________________________
mrcnn_class_conv2 (TimeDistribu (None, 1000, 1, 1, 1 1049600 activation_68[0][0]
__________________________________________________________________________________________________
mrcnn_class_bn2 (TimeDistribute (None, 1000, 1, 1, 1 4096 mrcnn_class_conv2[0][0]
__________________________________________________________________________________________________
activation_69 (Activation) (None, 1000, 1, 1, 1 0 mrcnn_class_bn2[0][0]
__________________________________________________________________________________________________
pool_squeeze (Lambda) (None, 1000, 1024) 0 activation_69[0][0]
__________________________________________________________________________________________________
mrcnn_class_logits (TimeDistrib (None, 1000, 2) 2050 pool_squeeze[0][0]
__________________________________________________________________________________________________
mrcnn_bbox_fc (TimeDistributed) (None, 1000, 8) 8200 pool_squeeze[0][0]
__________________________________________________________________________________________________
mrcnn_class (TimeDistributed) (None, 1000, 2) 0 mrcnn_class_logits[0][0]
__________________________________________________________________________________________________
mrcnn_bbox (Reshape) (None, 1000, 2, 4) 0 mrcnn_bbox_fc[0][0]
__________________________________________________________________________________________________
mrcnn_detection (DetectionLayer (None, 100, 6) 0 ROI[0][0]
mrcnn_class[0][0]
mrcnn_bbox[0][0]
input_image_meta[0][0]
__________________________________________________________________________________________________
lambda_3 (Lambda) (None, 100, 4) 0 mrcnn_detection[0][0]
__________________________________________________________________________________________________
roi_align_mask (PyramidROIAlign (None, 100, 14, 14, 0 lambda_3[0][0]
input_image_meta[0][0]
fpn_p2[0][0]
fpn_p3[0][0]
fpn_p4[0][0]
fpn_p5[0][0]
__________________________________________________________________________________________________
mrcnn_mask_conv1 (TimeDistribut (None, 100, 14, 14, 590080 roi_align_mask[0][0]
__________________________________________________________________________________________________
mrcnn_mask_bn1 (TimeDistributed (None, 100, 14, 14, 1024 mrcnn_mask_conv1[0][0]
__________________________________________________________________________________________________
activation_71 (Activation) (None, 100, 14, 14, 0 mrcnn_mask_bn1[0][0]
__________________________________________________________________________________________________
mrcnn_mask_conv2 (TimeDistribut (None, 100, 14, 14, 590080 activation_71[0][0]
__________________________________________________________________________________________________
mrcnn_mask_bn2 (TimeDistributed (None, 100, 14, 14, 1024 mrcnn_mask_conv2[0][0]
__________________________________________________________________________________________________
activation_72 (Activation) (None, 100, 14, 14, 0 mrcnn_mask_bn2[0][0]
__________________________________________________________________________________________________
mrcnn_mask_conv3 (TimeDistribut (None, 100, 14, 14, 590080 activation_72[0][0]
__________________________________________________________________________________________________
mrcnn_mask_bn3 (TimeDistributed (None, 100, 14, 14, 1024 mrcnn_mask_conv3[0][0]
__________________________________________________________________________________________________
activation_73 (Activation) (None, 100, 14, 14, 0 mrcnn_mask_bn3[0][0]
__________________________________________________________________________________________________
mrcnn_mask_conv4 (TimeDistribut (None, 100, 14, 14, 590080 activation_73[0][0]
__________________________________________________________________________________________________
mrcnn_mask_bn4 (TimeDistributed (None, 100, 14, 14, 1024 mrcnn_mask_conv4[0][0]
__________________________________________________________________________________________________
activation_74 (Activation) (None, 100, 14, 14, 0 mrcnn_mask_bn4[0][0]
__________________________________________________________________________________________________
mrcnn_mask_deconv (TimeDistribu (None, 100, 28, 28, 262400 activation_74[0][0]
__________________________________________________________________________________________________
mrcnn_mask (TimeDistributed) (None, 100, 28, 28, 514 mrcnn_mask_deconv[0][0]
==================================================================================================
Total params: 63,733,406
Trainable params: 63,621,918
Non-trainable params: 111,488
__________________________________________________________________________________________________
Any help is greatly appriciated!
What if deleting these two lines: if nms_node is None: nms_node = model.ancestor(pillar, "ROI/rpn_non_max_suppression/NonMaxSuppressionV2:0")
