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robbie
homer_gesture_recognition
Commits
b50d7ce6
Commit
b50d7ce6
authored
4 years ago
by
Manuel Hun
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parent
57878b82
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1 merge request
!7
Dev/geometry wrapper example
Changes
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2 changed files
src/homer_gesture_recognition/gesture_node.py
+35
-21
35 additions, 21 deletions
src/homer_gesture_recognition/gesture_node.py
src/homer_gesture_recognition/openpose_extractor.py
+110
-55
110 additions, 55 deletions
src/homer_gesture_recognition/openpose_extractor.py
with
145 additions
and
76 deletions
src/homer_gesture_recognition/gesture_node.py
+
35
−
21
View file @
b50d7ce6
...
...
@@ -67,8 +67,8 @@ class GestureNode:
first_call
=
False
try
:
msg
=
rospy
.
wait_for_message
(
"
/openpose_node/human_poses
"
,
HumanPoses
,
timeout
=
5
)
"
/openpose_node/human_poses
"
,
HumanPoses
,
timeout
=
5
)
self
.
human_poses_callback
(
msg
)
except
Exception
as
e
:
rospy
.
logwarn
(
e
)
...
...
@@ -139,7 +139,7 @@ class GestureNode:
def
__pointing
(
self
,
forearms
,
upperarms
,
i
):
if
forearms
[
i
]
is
not
None
and
upperarms
[
i
]
is
not
None
:
angle_fore_upper
=
180
-
GeometryWrapper
(
forearms
[
i
]).
angle_between
(
upperarms
[
i
]
)
...
...
@@ -185,9 +185,9 @@ class GestureNode:
def
human_poses_callback
(
self
,
msg
):
starting_time
=
rospy
.
Time
.
now
()
TARGET_FRAME
=
"
map
"
rospy
.
logwarn
(
"
---------GESTURE_RECOGNITION_CALLBACK--------
"
)
# TODO: Get transform to base_link
if
len
(
msg
.
human_poses
)
==
0
:
return
...
...
@@ -232,26 +232,37 @@ class GestureNode:
+
"'
! Aborting.
"
)
return
transf
=
quaternion_matrix
(
q
)
t
=
transf_msg
.
transform
.
translation
t
=
np
.
array
([
t
.
x
,
t
.
y
,
t
.
z
])
transf
[:
-
1
,
-
1
]
=
t
waving_persons
=
PersonGestures
()
pointing_persons
=
PersonGestures
()
for
person
in
msg
.
human_poses
:
store_msg
=
PersonGesture
()
openpose_extractor
=
OpenPoseExtractor
(
person
,
transf
)
openpose_extractor
=
OpenPoseExtractor
(
person
,
transf
)
store_msg
.
human_pose
=
openpose_extractor
.
human_pose
if
self
.
subs_on_waving
:
self
.
waving
(
openpose_extractor
.
ellbows
,
openpose_extractor
.
shoulders
,
openpose_extractor
.
forearms
,
openpose_extractor
.
upperarms
,
store_msg
)
self
.
waving
(
openpose_extractor
.
ellbows
,
openpose_extractor
.
shoulders
,
openpose_extractor
.
forearms
,
openpose_extractor
.
upperarms
,
store_msg
,
)
if
self
.
subs_on_pointing
:
self
.
pointing
(
openpose_extractor
.
hands
,
openpose_extractor
.
forearms
,
openpose_extractor
.
upperarms
,
store_msg
)
self
.
pointing
(
openpose_extractor
.
hands
,
openpose_extractor
.
forearms
,
openpose_extractor
.
upperarms
,
store_msg
,
)
# fill message only if gestures are detected
...
...
@@ -272,21 +283,24 @@ class GestureNode:
if
count_pointing
>
0
:
self
.
pointing_pub
.
publish
(
pointing_persons
)
correct_form
=
""
if
count_pointing
==
1
else
"
s
"
info_msg
=
"
Published message of {} pointing person{}!
"
.
format
(
count_pointing
,
correct_form
)
correct_form
=
""
if
count_pointing
==
1
else
"
s
"
info_msg
=
"
Published message of {} pointing person{}!
"
.
format
(
count_pointing
,
correct_form
)
rospy
.
loginfo
(
info_msg
)
if
count_waving
>
0
:
if
count_waving
>
0
:
self
.
waving_pub
.
publish
(
waving_persons
)
correct_form
=
""
if
count_waving
==
1
else
"
s
"
info_msg
=
"
Published message of {} waving person{}!
"
.
format
(
count_waving
,
correct_form
)
correct_form
=
""
if
count_waving
==
1
else
"
s
"
info_msg
=
"
Published message of {} waving person{}!
"
.
format
(
count_waving
,
correct_form
)
rospy
.
loginfo
(
info_msg
)
ending_time
=
rospy
.
Time
.
now
()
delta_time
=
ending_time
-
starting_time
if
(
self
.
benchmark
)
:
if
self
.
benchmark
:
rospy
.
loginfo
(
"
gesture_recognition_callback took:
"
+
str
(
delta_time
.
to_sec
())
+
"
s
"
)
...
...
This diff is collapsed.
Click to expand it.
src/homer_gesture_recognition/openpose_extractor.py
+
110
−
55
View file @
b50d7ce6
...
...
@@ -14,13 +14,12 @@ from tf2_ros import TransformListener, Buffer
from
tf.transformations
import
quaternion_matrix
class
OpenPoseExtractor
():
def
__init__
(
self
,
human_pose
,
transform
,
frame_id
=
"
map
"
):
class
OpenPoseExtractor
:
def
__init__
(
self
,
human_pose
,
transform
,
frame_id
=
"
map
"
):
self
.
human_pose
=
human_pose
self
.
transform
=
transform
self
.
frame_id
=
frame_id
self
.
transform_human_pose
()
self
.
head
=
self
.
get_head
(
check_frame_id
=
self
.
frame_id
)
...
...
@@ -34,7 +33,7 @@ class OpenPoseExtractor():
self
.
hip
=
self
.
get_hip
(
check_frame_id
=
self
.
frame_id
)
self
.
right_hip
=
self
.
get_right_hip
(
check_frame_id
=
frame_id
)
self
.
left_hip
=
self
.
get_left_hip
(
check_frame_id
=
frame_id
)
self
.
right_spine
=
self
.
get_right_spine
(
check_frame_id
=
frame_id
)
self
.
right_spine
=
self
.
get_right_spine
(
check_frame_id
=
frame_id
)
self
.
left_spine
=
self
.
get_left_spine
(
check_frame_id
=
frame_id
)
@staticmethod
...
...
@@ -55,91 +54,147 @@ class OpenPoseExtractor():
self
.
human_pose
.
body_parts
[
i
].
point
=
p
self
.
human_pose
.
body_parts
[
i
].
header
.
frame_id
=
self
.
frame_id
def
get_upperarms
(
self
,
transform
=
None
,
check_frame_id
=
""
):
def
get_upperarms
(
self
,
transform
=
None
,
check_frame_id
=
""
):
return
[
OpenPoseExtractor
.
__get_vec
(
self
.
human_pose
,
transform
,
2
,
3
,
check_frame_id
),
OpenPoseExtractor
.
__get_vec
(
self
.
human_pose
,
transform
,
5
,
6
,
check_frame_id
),
OpenPoseExtractor
.
__get_vec
(
self
.
human_pose
,
transform
,
2
,
3
,
check_frame_id
),
OpenPoseExtractor
.
__get_vec
(
self
.
human_pose
,
transform
,
5
,
6
,
check_frame_id
),
]
def
get_forearms
(
self
,
transform
=
None
,
check_frame_id
=
""
):
def
get_forearms
(
self
,
transform
=
None
,
check_frame_id
=
""
):
return
[
OpenPoseExtractor
.
__get_vec
(
self
.
human_pose
,
transform
,
3
,
4
,
check_frame_id
),
OpenPoseExtractor
.
__get_vec
(
self
.
human_pose
,
transform
,
6
,
7
,
check_frame_id
),
OpenPoseExtractor
.
__get_vec
(
self
.
human_pose
,
transform
,
3
,
4
,
check_frame_id
),
OpenPoseExtractor
.
__get_vec
(
self
.
human_pose
,
transform
,
6
,
7
,
check_frame_id
),
]
def
get_shoulders
(
self
,
transform
=
None
,
check_frame_id
=
""
):
def
get_shoulders
(
self
,
transform
=
None
,
check_frame_id
=
""
):
return
[
OpenPoseExtractor
.
__get_point
(
self
.
human_pose
,
transform
,
2
,
check_frame_id
),
OpenPoseExtractor
.
__get_point
(
self
.
human_pose
,
transform
,
5
,
check_frame_id
),
OpenPoseExtractor
.
__get_point
(
self
.
human_pose
,
transform
,
2
,
check_frame_id
),
OpenPoseExtractor
.
__get_point
(
self
.
human_pose
,
transform
,
5
,
check_frame_id
),
]
def
get_ellbows
(
self
,
transform
=
None
,
check_frame_id
=
""
):
def
get_ellbows
(
self
,
transform
=
None
,
check_frame_id
=
""
):
return
[
OpenPoseExtractor
.
__get_point
(
self
.
human_pose
,
transform
,
3
,
check_frame_id
),
OpenPoseExtractor
.
__get_point
(
self
.
human_pose
,
transform
,
6
,
check_frame_id
),
OpenPoseExtractor
.
__get_point
(
self
.
human_pose
,
transform
,
3
,
check_frame_id
),
OpenPoseExtractor
.
__get_point
(
self
.
human_pose
,
transform
,
6
,
check_frame_id
),
]
def
get_hands
(
self
,
transform
=
None
,
check_frame_id
=
""
):
def
get_hands
(
self
,
transform
=
None
,
check_frame_id
=
""
):
return
[
OpenPoseExtractor
.
__get_point
(
self
.
human_pose
,
transform
,
4
,
check_frame_id
),
OpenPoseExtractor
.
__get_point
(
self
.
human_pose
,
transform
,
7
,
check_frame_id
),
OpenPoseExtractor
.
__get_point
(
self
.
human_pose
,
transform
,
4
,
check_frame_id
),
OpenPoseExtractor
.
__get_point
(
self
.
human_pose
,
transform
,
7
,
check_frame_id
),
]
def
get_collarbones
(
self
,
transform
=
None
,
check_frame_id
=
""
):
def
get_collarbones
(
self
,
transform
=
None
,
check_frame_id
=
""
):
return
[
OpenPoseExtractor
.
__get_vec
(
self
.
human_pose
,
transform
,
1
,
2
,
check_frame_id
),
OpenPoseExtractor
.
__get_vec
(
self
.
human_pose
,
transform
,
1
,
5
,
check_frame_id
),
OpenPoseExtractor
.
__get_vec
(
self
.
human_pose
,
transform
,
1
,
2
,
check_frame_id
),
OpenPoseExtractor
.
__get_vec
(
self
.
human_pose
,
transform
,
1
,
5
,
check_frame_id
),
]
def
get_head
(
self
,
transform
=
None
,
check_frame_id
=
""
):
return
OpenPoseExtractor
.
__get_point
(
self
.
human_pose
,
transform
,
0
,
check_frame_id
)
def
get_head
(
self
,
transform
=
None
,
check_frame_id
=
""
):
return
OpenPoseExtractor
.
__get_point
(
self
.
human_pose
,
transform
,
0
,
check_frame_id
)
def
get_neck
(
self
,
transform
=
None
,
check_frame_id
=
""
):
return
OpenPoseExtractor
.
__get_point
(
self
.
human_pose
,
transform
,
1
,
check_frame_id
)
def
get_neck
(
self
,
transform
=
None
,
check_frame_id
=
""
):
return
OpenPoseExtractor
.
__get_point
(
self
.
human_pose
,
transform
,
1
,
check_frame_id
)
def
get_left_spine
(
self
,
transform
=
None
,
check_frame_id
=
""
):
return
OpenPoseExtractor
.
__get_vec
(
self
.
human_pose
,
transform
,
1
,
8
,
check_frame_id
)
def
get_left_spine
(
self
,
transform
=
None
,
check_frame_id
=
""
):
return
OpenPoseExtractor
.
__get_vec
(
self
.
human_pose
,
transform
,
1
,
8
,
check_frame_id
)
def
get_right_spine
(
self
,
transform
=
None
,
check_frame_id
=
""
):
return
OpenPoseExtractor
.
__get_vec
(
self
.
human_pose
,
transform
,
1
,
11
,
check_frame_id
)
def
get_right_spine
(
self
,
transform
=
None
,
check_frame_id
=
""
):
return
OpenPoseExtractor
.
__get_vec
(
self
.
human_pose
,
transform
,
1
,
11
,
check_frame_id
)
def
get_right_hip
(
self
,
transform
=
None
,
check_frame_id
=
""
):
return
OpenPoseExtractor
.
__get_point
(
self
.
human_pose
,
transform
,
8
,
check_frame_id
)
def
get_right_hip
(
self
,
transform
=
None
,
check_frame_id
=
""
):
return
OpenPoseExtractor
.
__get_point
(
self
.
human_pose
,
transform
,
8
,
check_frame_id
)
def
get_left_hip
(
self
,
transform
=
None
,
check_frame_id
=
""
):
return
OpenPoseExtractor
.
__get_point
(
self
.
human_pose
,
transform
,
11
,
check_frame_id
)
def
get_left_hip
(
self
,
transform
=
None
,
check_frame_id
=
""
):
return
OpenPoseExtractor
.
__get_point
(
self
.
human_pose
,
transform
,
11
,
check_frame_id
)
def
get_hip
(
self
,
transform
=
None
,
check_frame_id
=
""
):
return
OpenPoseExtractor
.
__get_vec
(
self
.
human_pose
,
transform
,
8
,
11
,
check_frame_id
)
def
get_hip
(
self
,
transform
=
None
,
check_frame_id
=
""
):
return
OpenPoseExtractor
.
__get_vec
(
self
.
human_pose
,
transform
,
8
,
11
,
check_frame_id
)
def
get_knees
(
self
,
transform
=
None
,
check_frame_id
=
""
):
def
get_knees
(
self
,
transform
=
None
,
check_frame_id
=
""
):
return
[
OpenPoseExtractor
.
__get_point
(
self
.
human_pose
,
transform
,
9
,
check_frame_id
),
OpenPoseExtractor
.
__get_point
(
self
.
human_pose
,
transform
,
12
,
check_frame_id
),
OpenPoseExtractor
.
__get_point
(
self
.
human_pose
,
transform
,
9
,
check_frame_id
),
OpenPoseExtractor
.
__get_point
(
self
.
human_pose
,
transform
,
12
,
check_frame_id
),
]
def
get_feet
(
self
,
transform
=
None
,
check_frame_id
=
""
):
def
get_feet
(
self
,
transform
=
None
,
check_frame_id
=
""
):
return
[
OpenPoseExtractor
.
__get_point
(
self
.
human_pose
,
transform
,
10
,
check_frame_id
),
OpenPoseExtractor
.
__get_point
(
self
.
human_pose
,
transform
,
13
,
check_frame_id
),
OpenPoseExtractor
.
__get_point
(
self
.
human_pose
,
transform
,
10
,
check_frame_id
),
OpenPoseExtractor
.
__get_point
(
self
.
human_pose
,
transform
,
13
,
check_frame_id
),
]
def
get_thighs
(
self
,
transform
=
None
,
check_frame_id
=
""
):
def
get_thighs
(
self
,
transform
=
None
,
check_frame_id
=
""
):
return
[
OpenPoseExtractor
.
__get_vec
(
self
.
human_pose
,
transform
,
8
,
9
,
check_frame_id
),
OpenPoseExtractor
.
__get_vec
(
self
.
human_pose
,
transform
,
11
,
12
,
check_frame_id
),
OpenPoseExtractor
.
__get_vec
(
self
.
human_pose
,
transform
,
8
,
9
,
check_frame_id
),
OpenPoseExtractor
.
__get_vec
(
self
.
human_pose
,
transform
,
11
,
12
,
check_frame_id
),
]
def
get_shins
(
self
,
transform
=
None
,
check_frame_id
=
""
):
def
get_shins
(
self
,
transform
=
None
,
check_frame_id
=
""
):
return
[
OpenPoseExtractor
.
__get_vec
(
self
.
human_pose
,
transform
,
9
,
10
,
check_frame_id
),
OpenPoseExtractor
.
__get_vec
(
self
.
human_pose
,
transform
,
12
,
13
,
check_frame_id
),
OpenPoseExtractor
.
__get_vec
(
self
.
human_pose
,
transform
,
9
,
10
,
check_frame_id
),
OpenPoseExtractor
.
__get_vec
(
self
.
human_pose
,
transform
,
12
,
13
,
check_frame_id
),
]
@staticmethod
def
__get_vec
(
person
,
transform
,
i
,
j
,
check_frame_id
):
if
person
.
body_parts
[
i
].
header
.
frame_id
==
check_frame_id
and
\
person
.
body_parts
[
j
].
header
.
frame_id
==
check_frame_id
:
def
__get_vec
(
person
,
transform
,
i
,
j
,
check_frame_id
):
if
(
person
.
body_parts
[
i
].
header
.
frame_id
==
check_frame_id
and
person
.
body_parts
[
j
].
header
.
frame_id
==
check_frame_id
):
if
transform
is
not
None
:
if
(
person
.
keypoints_image
[
i
].
confidence
<
0.6
...
...
@@ -165,10 +220,10 @@ class OpenPoseExtractor():
if
np
.
sum
(
np
.
isnan
(
a
))
>
0
or
np
.
sum
(
np
.
isnan
(
b
))
>
0
:
return
None
return
b
-
a
return
None
return
None
@staticmethod
def
__get_point
(
person
,
transform
,
i
,
check_frame_id
=
""
):
def
__get_point
(
person
,
transform
,
i
,
check_frame_id
=
""
):
if
person
.
body_parts
[
i
].
header
.
frame_id
==
check_frame_id
:
if
transform
is
not
None
:
if
person
.
keypoints_image
[
i
].
confidence
<
0.6
:
...
...
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