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Larkin Heintzman
ROS-Kubernetes
Commits
472d1126
Commit
472d1126
authored
Jul 14, 2022
by
Larkin Heintzman
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image processing node tweaks
parent
96e6ee2d
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4
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4 changed files
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28 additions
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39 deletions
+28
-39
Dockerfile
docker/yolo/Dockerfile
+4
-4
ros.yaml
...4-for-darknet_ros/darknet_ros/darknet_ros/config/ros.yaml
+1
-1
yolo_v4_tiny.launch
...et_ros/darknet_ros/darknet_ros/launch/yolo_v4_tiny.launch
+3
-1
darknetImageProc.py
...t_ros/darknet_ros/darknet_ros/scripts/darknetImageProc.py
+20
-33
No files found.
docker/yolo/Dockerfile
View file @
472d1126
...
...
@@ -12,23 +12,23 @@ RUN curl -s https://raw.githubusercontent.com/ros/rosdistro/master/ros.asc | apt
RUN
apt-get update
&&
apt-get
install
-y
ros-melodic-ros-base python3-catkin-tools ros-melodic-catkin
# copy over entrypoint
COPY
./ros_entrypoint.sh ros_entrypoint.sh
COPY
./ros_entrypoint.sh
/
ros_entrypoint.sh
# opencv install
RUN
apt-get update
&&
\
apt-get
install
-y
opencv-data libopencv-dev
# prepare catkin_work space
RUN
mkdir
-p
catkin_ws/src
RUN
mkdir
-p
catkin_ws/src
&&
mkdir
-p
/tmp/darknetMemories
# darknet ros package install
COPY
./yolov4-for-darknet_ros /catkin_ws/src/darknet_package
# build the enclosed darknet installation
# RUN cd /catkin_ws/src/darknet_ros/darknet && make
# install stuff for building ros packages
RUN
apt-get
install
-y
python-rosdep python-rosinstall python-rosinstall-generator python-wstool build-essential ros-melodic-cv-bridge ros-melodic-image-transport
&&
rosdep init
&&
rosdep update
# run catkin_make
# install random pip thing and run catkin_make
RUN
apt-get
install
-y
python-pip
&&
pip
install
empy
RUN
/bin/bash
-c
'. /opt/ros/melodic/setup.bash && cd catkin_ws && catkin_make'
RUN
cd
/catkin_ws/src/darknet_package/darknet_ros/darknet
&&
make
...
...
docker/yolo/yolov4-for-darknet_ros/darknet_ros/darknet_ros/config/ros.yaml
View file @
472d1126
subscribers
:
camera_reading
:
topic
:
/
webcam/image_raw
topic
:
/
dji_sdk/main_camera_images
queue_size
:
1
actions
:
...
...
docker/yolo/yolov4-for-darknet_ros/darknet_ros/darknet_ros/launch/yolo_v4_tiny.launch
View file @
472d1126
...
...
@@ -5,7 +5,9 @@
<!-- Use YOLOv4-tiny -->
<arg
name=
"network_param_file"
default=
"$(find darknet_ros)/config/yolov4-tiny.yaml"
/>
<arg
name=
"image"
default=
"webcam/image_raw"
/>
<!-- Start image processing node -->
<node
name=
"darknetImageProcessor"
type=
"darknetImageProc.py"
pkg=
"darknet_ros"
/>
<!-- Include main launch file -->
<include
file=
"$(find darknet_ros)/launch/darknet_ros.launch"
>
...
...
docker/yolo/yolov4-for-darknet_ros/darknet_ros/darknet_ros/scripts/darknetImageProc.py
View file @
472d1126
#! /usr/bin/python
3
#! /usr/bin/python
import
rospy
,
sys
,
math
,
cv2
,
numpy
as
np
,
std_msgs
.
msg
from
sensor_msgs.msg
import
Image
from
darknet_ros_msgs.msg
import
BoundingBox
from
darknet_ros_msgs.msg
import
BoundingBox
es
from
std_msgs.msg
import
Header
import
os.path
,
getpass
from
cv_bridge
import
CvBridge
,
CvBridgeError
...
...
@@ -11,59 +11,46 @@ from cv_bridge import CvBridge, CvBridgeError
class
ImageProcessor
():
def
__init__
(
self
):
self
.
bridge
=
CvBridge
()
self
.
imageSubscriber
=
rospy
.
Subscriber
(
"
webcam/image_raw"
,
Image
,
self
.
imageCallback
)
self
.
boxSubscriber
=
rospy
.
Subscriber
(
"
darknet_ros/bounding_boxes"
,
BoundingBox
,
self
.
boxCallback
)
self
.
imageSubscriber
=
rospy
.
Subscriber
(
"
/darknet_ros/detection_image"
,
Image
,
self
.
imageCallback
,
queue_size
=
1
)
self
.
boxSubscriber
=
rospy
.
Subscriber
(
"
/darknet_ros/bounding_boxes"
,
BoundingBoxes
,
self
.
boxCallback
,
queue_size
=
1
)
self
.
params
=
None
self
.
image
=
None
self
.
seq
=
None
self
.
newImageFlag
=
False
# stuff that needs to be parameters
self
.
objectsOfInterest
=
[
"person"
,
"backpack"
,
"car"
]
# things we report
self
.
reportConfidence
=
0.80
# confidence required for report
self
.
reportFrames
=
10
# number of frames at high confidence before reporting
self
.
reportConfidence
=
0.90
# confidence required for report
self
.
saveDirectory
=
"/tmp/darknetMemories/"
def
boxCallback
(
self
,
box
):
# check confidence levels and save image when sure of object
saveFlag
=
True
if
saveFlag
:
boxList
=
box
.
bounding_boxes
saveFlag
=
False
highPropObjects
=
""
for
box
in
boxList
:
if
(
box
.
Class
in
self
.
objectsOfInterest
and
box
.
probability
>
self
.
reportConfidence
and
np
.
mod
(
self
.
seq
,
5
)
==
0
):
highPropObjects
=
highPropObjects
+
box
.
Class
+
"+"
saveFlag
=
True
if
saveFlag
and
self
.
newImageFlag
:
if
os
.
path
.
isdir
(
self
.
saveDirectory
):
cv2
.
imwrite
(
self
.
saveDirectory
+
"camera_image_{seq}
.jpeg"
.
format
(
seq
=
self
.
seq
),
self
.
image
)
cv2
.
imwrite
(
self
.
saveDirectory
+
"camera_image_{seq}
_{obj}.jpeg"
.
format
(
seq
=
self
.
seq
,
obj
=
highPropObjects
),
self
.
image
)
rospy
.
loginfo
(
"saving image to folder: "
+
self
.
saveDirectory
+
"-> camera_image_{seq}.jpeg"
.
format
(
seq
=
self
.
seq
))
# cv2.waitKey(10)
self
.
newImageFlag
=
False
else
:
rospy
.
loginfo
(
"image save process failed!"
)
def
imageCallback
(
self
,
frame
):
self
.
newImageFlag
=
True
# load image from topic for later use
try
:
self
.
image
=
self
.
bridge
.
imgmsg_to_cv2
(
frame
,
"bgr8"
)
self
.
seq
=
frame
.
header
.
seq
except
CvBridgeError
as
err
:
rospy
.
loginfo
(
"there was error!"
)
rospy
.
loginfo
(
err
)
self
.
image
=
self
.
bridge
.
imgmsg_to_cv2
(
frame
,
"bgr8"
)
self
.
seq
=
frame
.
header
.
seq
def
main
():
rospy
.
init_node
(
"darknetImageProcessor"
)
iv
=
ImageProcessor
()
rospy
.
spin
()
# while not rospy.is_shutdown():
# if iv.image is not None:
# if np.mod(iv.seq, 32) == 0:
# directory = "/home/" + getpass.getuser() + "/" + folderName
# if os.path.isdir(directory):
# if windowFlag:
# cv2.imshow("image window", iv.image)
# rospy.loginfo("publishing image to window seq: " + iv.seq)
# if saveFlag:
# cv2.imwrite(directory + "/camera_image_{seq}.jpeg".format(seq = iv.seq), iv.image)
# rospy.loginfo("saving image to folder: " + directory + "-> camera_image_{seq}.jpeg".format(seq = iv.seq) + " seq: " + str(iv.seq))
# cv2.waitKey(10)
# else:
# rospy.loginfo("camera dir missing!")
# cv2.destroyAllWindows()
if
__name__
==
"__main__"
:
main
()
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