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https://github.com/tzutalin/ros_caffe
:coffee: Integrate Caffe model into ROS
https://github.com/tzutalin/ros_caffe
Last synced: 2 months ago
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:coffee: Integrate Caffe model into ROS
- Host: GitHub
- URL: https://github.com/tzutalin/ros_caffe
- Owner: tzutalin
- Created: 2015-05-15T03:03:04.000Z (over 9 years ago)
- Default Branch: master
- Last Pushed: 2017-01-17T03:17:53.000Z (about 8 years ago)
- Last Synced: 2023-08-07T01:52:30.104Z (over 1 year ago)
- Language: C++
- Homepage:
- Size: 4.08 MB
- Stars: 72
- Watchers: 19
- Forks: 48
- Open Issues: 3
-
Metadata Files:
- Readme: README.md
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README
# ros_caffe
## Purpose
Integrate Caffe model into ROS## Requirements
* Ubuntu* [Install ROS](http://wiki.ros.org/ROS/Installation) with [catkin build](http://wiki.ros.org/ROS/Tutorials/InstallingandConfiguringROSEnvironment). Create a catkin workspace.
* [Install Caffe dependencies](http://caffe.berkeleyvision.org/installation.html)
* [Install CUDA 6.5 for NVIDIA TK1](https://gist.github.com/jetsonhacks/6da905e0675dcb5cba6f)
## Grab the source
`$ cd [CATKIN_WS]/src``$ git clone --recursive https://github.com/tzutalin/ros_caffe.git`
`$ cd [CATKIN_WS]/src/ros_caffe`
## Build
Build Caffe`cd [CATKIN_WS]/src/ros_caffe/caffe`
`cp Makefile.config.example Makefile.config`
`$ vi Makefile.config`
For CPU-only Caffe, uncomment CPU_ONLY := 1 in Makefile.config.
`$ make all ; make distribute`
Build ros package
`$ cd [CATKIN_WS]`
`$ catkin_make`
`$ source ./devel/setup.bash`
## Run
You can download default caffenet's model. It will be located at data folder
`cd data; sh download_caffe_model.sh`
Open a terminal, execute
`$ roscore`
Open another terminal, execute
`$ roslaunch turtlebot_bringup 3dsensor.launch`if you dont have turtlebot, you could use astra's camera:
`$ roslaunch astra_launch astra.launch`Open another terminal, execute
`$ rosrun ros_caffe ros_caffe_test`
Output:
Test default image under /data/cat.jpg
0.1384 - "n02123159 tiger cat"
0.1302 - "n02123045 tabby, tabby cat"
0.1138 - "n02085620 Chihuahua"
0.1076 - "n02094433 Yorkshire terrier"
0.0914 - "n02123394 Persian cat"You can echo a topic to receive the string message.
`$ rostopic echo /caffe_ret`
data: [0.138446 - n02123159 tiger cat]
[0.130182 - n02123045 tabby, tabby cat]
[0.113755 - n02085620 Chihuahua]
[0.107584 - n02094433 Yorkshire terrier]
[0.0913549 - n02123394 Persian cat]## ROS Topics
Publish a topic after classifiction
/caffe_ret
Receive an image :
/camera/rgb/image_raw
## Optional settting
* Optional: Download the model and install Caffe by following the [Blog](http://tzutalin.blogspot.tw/2015/06/setup-caffe.html) or [Caffe offical site](http://caffe.berkeleyvision.org/installation.html)You can change your Caffe's include and lib path in CMakeLists.txt.
set(CAFFE_INCLUDEDIR caffe/include caffe/distribute/include)
set(CAFFE_LINK_LIBRARAY caffe/lib)