Opencv
cross compile
To compile an OpenCV program on an x86 server for an ARM platform, you’ll need to use cross-compilation. Here’s a general guide on how to do it:
1. Set Up Your Cross-Compilation Environment
Install Required Tools
You will need a cross-compiler for ARM. For example, you can use the gcc-arm-linux-gnueabi
or gcc-arm-linux-gnueabihf
toolchain.
On a Debian/Ubuntu system, you can install it using:
sudo apt-get update
sudo apt-get install gcc-arm-linux-gnueabi g++-arm-linux-gnueabi
For ARM64 (AArch64):
sudo apt-get install gcc-aarch64-linux-gnu g++-aarch64-linux-gnu
Install CMake
Make sure you have CMake installed:
sudo apt-get install cmake
2. Download and Prepare OpenCV
Get OpenCV Source Code
Download the OpenCV source code from the official repository or website.
git clone https://github.com/opencv/opencv.git
cd opencv
git checkout <desired-version> # e.g., git checkout 4.5.1
Create a Build Directory
Create a directory for the build process:
mkdir build
cd build
3. Configure the Build with CMake
Use CMake to configure the build system for cross-compilation.
cmake -DCMAKE_TOOLCHAIN_FILE=../platforms/linux/arm-gnueabi.toolchain.cmake -DOPENCV_EXTRA_MODULES_PATH=../../opencv_contrib/modules ..
If you don’t have a predefined toolchain file, you can create one. Here’s an example for ARM:
Create a Toolchain File
Create a file named arm-gnueabi.toolchain.cmake
with the following content:
# the name of the target operating system
set(CMAKE_SYSTEM_NAME Linux)
# which compilers to use for C and C++
set(CMAKE_C_COMPILER arm-linux-gnueabi-gcc)
set(CMAKE_CXX_COMPILER arm-linux-gnueabi-g++)
set(CMAKE_INSTALL_PREFIX /your/target/install/prefix)
# where is the target environment located
set(CMAKE_FIND_ROOT_PATH /path/to/your/target/rootfs)
# search for programs in the build host directories
set(CMAKE_FIND_ROOT_PATH_MODE_PROGRAM NEVER)
# for libraries and headers in the target directories
set(CMAKE_FIND_ROOT_PATH_MODE_LIBRARY ONLY)
set(CMAKE_FIND_ROOT_PATH_MODE_INCLUDE ONLY)
# Adjust the following paths to your toolchain
set(CMAKE_SYSROOT /path/to/your/target/rootfs)
Modify the paths to match your setup.
4. Build OpenCV
Run the build process using make
.
make -j$(nproc)
5. Install OpenCV
After the build completes, install OpenCV to the specified location.
make install
6. Cross-Compile Your OpenCV Program
Now you can cross-compile your OpenCV program.
Create a Simple Program
Create a simple program, e.g., test.cpp
:
#include <opencv2/opencv.hpp>
int main() {
cv::Mat img = cv::imread("test.jpg", cv::IMREAD_COLOR);
if (img.empty()) {
return -1;
}
cv::imshow("Display Image", img);
cv::waitKey(0);
return 0;
}
Cross-Compile Your Program
Create a CMakeLists.txt
file for your program:
cmake_minimum_required(VERSION 3.0)
project(TestOpenCV)
find_package(OpenCV REQUIRED)
include_directories(${OpenCV_INCLUDE_DIRS})
add_executable(test test.cpp)
target_link_libraries(test ${OpenCV_LIBS})
Create a build directory for your program:
mkdir build
cd build
Run CMake with the toolchain file:
cmake -DCMAKE_TOOLCHAIN_FILE=path/to/your/arm-gnueabi.toolchain.cmake ..
make
This should produce an executable that you can run on your ARM platform.
7. Transfer and Run on ARM Platform
Transfer the compiled executable and any necessary libraries to your ARM platform using scp
or any other file transfer method.
scp test user@arm_device:/path/to/destination
scp -r /your/target/install/prefix/lib user@arm_device:/path/to/destination/lib
On your ARM device, you may need to set the library path:
export LD_LIBRARY_PATH=/path/to/destination/lib:$LD_LIBRARY_PATH
./test
This should run your OpenCV program on the ARM platform.