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ModelZoo
ResNet50_tensorflow
Commits
ac671306
Unverified
Commit
ac671306
authored
Jan 13, 2022
by
srihari-humbarwadi
Browse files
added tests for `build_panoptic_deeplab` in panoptic factory
parent
c3282abe
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official/vision/beta/projects/panoptic_maskrcnn/modeling/factory_test.py
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official/vision/beta/projects/panoptic_maskrcnn/modeling/factory_test.py
View file @
ac671306
...
@@ -17,10 +17,14 @@
...
@@ -17,10 +17,14 @@
from
absl.testing
import
parameterized
from
absl.testing
import
parameterized
import
numpy
as
np
import
numpy
as
np
import
tensorflow
as
tf
import
tensorflow
as
tf
from
tensorflow.python.distribute
import
combinations
from
official.vision.beta.configs
import
backbones
from
official.vision.beta.configs
import
backbones
from
official.vision.beta.configs
import
decoders
from
official.vision.beta.configs
import
decoders
from
official.vision.beta.configs
import
semantic_segmentation
from
official.vision.beta.configs
import
semantic_segmentation
from
official.vision.beta.projects.panoptic_maskrcnn.configs
import
panoptic_maskrcnn
as
panoptic_maskrcnn_cfg
from
official.vision.beta.projects.panoptic_maskrcnn.configs
import
panoptic_maskrcnn
as
panoptic_maskrcnn_cfg
from
official.vision.beta.projects.panoptic_maskrcnn.configs
import
panoptic_deeplab
as
panoptic_deeplab_cfg
from
official.vision.beta.projects.panoptic_maskrcnn.modeling
import
factory
from
official.vision.beta.projects.panoptic_maskrcnn.modeling
import
factory
...
@@ -61,5 +65,53 @@ class PanopticMaskRCNNBuilderTest(parameterized.TestCase, tf.test.TestCase):
...
@@ -61,5 +65,53 @@ class PanopticMaskRCNNBuilderTest(parameterized.TestCase, tf.test.TestCase):
model_config
=
model_config
,
model_config
=
model_config
,
l2_regularizer
=
l2_regularizer
)
l2_regularizer
=
l2_regularizer
)
class
PanopticDeeplabBuilderTest
(
parameterized
.
TestCase
,
tf
.
test
.
TestCase
):
@
combinations
.
generate
(
combinations
.
combine
(
input_size
=
[(
640
,
640
),
(
512
,
512
)],
backbone_type
=
[
'resnet'
,
'dilated_resnet'
],
decoder_type
=
[
'aspp'
,
'fpn'
],
level
=
[
2
,
3
,
4
],
low_level
=
[(
4
,
3
),
(
3
,
2
)],
shared_decoder
=
[
True
,
False
],
fusion_type
=
[
'pyramid_fusion'
,
'panoptic_fpn_fusion'
,
'panoptic_deeplab_fusion'
]))
def
test_builder
(
self
,
input_size
,
backbone_type
,
level
,
low_level
,
decoder_type
,
shared_decoder
,
fusion_type
):
num_classes
=
10
input_specs
=
tf
.
keras
.
layers
.
InputSpec
(
shape
=
[
None
,
input_size
[
0
],
input_size
[
1
],
3
])
model_config
=
panoptic_deeplab_cfg
.
PanopticDeeplab
(
num_classes
=
num_classes
,
input_size
=
input_size
,
backbone
=
backbones
.
Backbone
(
type
=
backbone_type
),
decoder
=
decoders
.
Decoder
(
type
=
decoder_type
),
semantic_head
=
semantic_segmentation
.
SegmentationHead
(
level
=
level
,
num_convs
=
1
,
kernel_size
=
5
,
prediction_kernel_size
=
1
,
low_level
=
low_level
,
feature_fusion
=
fusion_type
),
instance_head
=
panoptic_deeplab_cfg
.
InstanceCenterHead
(
level
=
level
,
num_convs
=
1
,
kernel_size
=
5
,
prediction_kernel_size
=
1
,
low_level
=
low_level
,
feature_fusion
=
fusion_type
),
shared_decoder
=
shared_decoder
)
l2_regularizer
=
tf
.
keras
.
regularizers
.
l2
(
5e-5
)
_
=
factory
.
build_panoptic_deeplab
(
input_specs
=
input_specs
,
model_config
=
model_config
,
l2_regularizer
=
l2_regularizer
)
if
__name__
==
'__main__'
:
if
__name__
==
'__main__'
:
tf
.
test
.
main
()
tf
.
test
.
main
()
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