我需要编写一些使用OpenCV的 C 代码,Flutter代码将调用这些C 代码。
有关于使用Flutter编写C ++的教程,但是我找不到有关使用OpenCV的任何最新且易于部署的解决方案。怎么做?
这是我的解决方案。
注意:如果您已经有一个应用程序,则可以跳过本节:)本节假定您根本没有任何代码。
可以从此处下载示例代码。
步骤0 :确保您具有Flutter环境,并遵循官方的“使用Flutter编写C ++”教程。
注意 : 必须 遵循“在iOS上,您需要告诉Xcode静态链接文件:…”的步骤。否则,在我们的最后一步,iOS将抱怨找不到该符号。
第1步 :使用OpenCV编写所需的任何代码。例如,我更改ios/Classes/native_add.cpp为以下愚蠢的代码,与官方教程中的代码几乎相同:
ios/Classes/native_add.cpp
#include <stdint.h> #include <opencv2/core.hpp> extern "C" __attribute__((visibility("default"))) __attribute__((used)) int32_t native_add(int32_t x, int32_t y) { cv::Mat m = cv::Mat::zeros(x, y, CV_8UC3); return m.rows + m.cols; }
步骤0 :从官方网站下载Android OpenCV sdk 。假设我将其放在桌面上。/Users/tom/Others/OpenCVRelease/OpenCV- android-sdk
/Users/tom/Others/OpenCVRelease/OpenCV- android-sdk
步骤1.1 :将更android/CMakeLists.txt改为以下内容。 注意 :首先将更OPENCV_BASE_DIR改为您的文件夹。
android/CMakeLists.txt
OPENCV_BASE_DIR
cmake_minimum_required(VERSION 3.4.1) # TODO please change me! set(OPENCV_BASE_DIR "TODO PLEASE PUT YOUR DIR HERE!!!") set(OPENCV_INCLUDE_DIR "${OPENCV_BASE_DIR}/sdk/native/jni/include/") set(OPENCV_STATIC_LIB_DIR "${OPENCV_BASE_DIR}/sdk/native/staticlibs/${ANDROID_ABI}") set(OPENCV_3RDPARTY_STATIC_LIB_DIR "${OPENCV_BASE_DIR}/sdk/native/3rdparty/libs/${ANDROID_ABI}") include_directories(${OPENCV_INCLUDE_DIR}) find_library(log-lib log) add_library(highgui STATIC IMPORTED) set_target_properties(highgui PROPERTIES IMPORTED_LOCATION ${OPENCV_STATIC_LIB_DIR}/libopencv_highgui.a) add_library(calib3d STATIC IMPORTED) set_target_properties(calib3d PROPERTIES IMPORTED_LOCATION ${OPENCV_STATIC_LIB_DIR}/libopencv_calib3d.a) add_library(core STATIC IMPORTED) set_target_properties(core PROPERTIES IMPORTED_LOCATION ${OPENCV_STATIC_LIB_DIR}/libopencv_core.a) add_library(dnn STATIC IMPORTED) set_target_properties(dnn PROPERTIES IMPORTED_LOCATION ${OPENCV_STATIC_LIB_DIR}/libopencv_dnn.a) add_library(flann STATIC IMPORTED) set_target_properties(flann PROPERTIES IMPORTED_LOCATION ${OPENCV_STATIC_LIB_DIR}/libopencv_flann.a) add_library(imgproc STATIC IMPORTED) set_target_properties(imgproc PROPERTIES IMPORTED_LOCATION ${OPENCV_STATIC_LIB_DIR}/libopencv_imgproc.a) add_library(videoio STATIC IMPORTED) set_target_properties(videoio PROPERTIES IMPORTED_LOCATION ${OPENCV_STATIC_LIB_DIR}/libopencv_videoio.a) add_library(imgcodecs STATIC IMPORTED) set_target_properties(imgcodecs PROPERTIES IMPORTED_LOCATION ${OPENCV_STATIC_LIB_DIR}/libopencv_imgcodecs.a) add_library(features2d STATIC IMPORTED) set_target_properties(features2d PROPERTIES IMPORTED_LOCATION ${OPENCV_STATIC_LIB_DIR}/libopencv_features2d.a) add_library(ml STATIC IMPORTED) set_target_properties(ml PROPERTIES IMPORTED_LOCATION ${OPENCV_STATIC_LIB_DIR}/libopencv_ml.a) add_library(photo STATIC IMPORTED) set_target_properties(photo PROPERTIES IMPORTED_LOCATION ${OPENCV_STATIC_LIB_DIR}/libopencv_photo.a) add_library(shape STATIC IMPORTED) set_target_properties(shape PROPERTIES IMPORTED_LOCATION ${OPENCV_STATIC_LIB_DIR}/libopencv_shape.a) add_library(objdetect STATIC IMPORTED) set_target_properties(objdetect PROPERTIES IMPORTED_LOCATION ${OPENCV_STATIC_LIB_DIR}/libopencv_objdetect.a) add_library(stitching STATIC IMPORTED) set_target_properties(stitching PROPERTIES IMPORTED_LOCATION ${OPENCV_STATIC_LIB_DIR}/libopencv_stitching.a) include(AndroidNdkModules) android_ndk_import_module_cpufeatures() set(CMAKE_THREAD_PREFER_PTHREAD TRUE) set(THREADS_PREFER_PTHREAD_FLAG TRUE) find_package(Threads REQUIRED) add_library(tbb STATIC IMPORTED) set_target_properties(tbb PROPERTIES IMPORTED_LOCATION ${OPENCV_3RDPARTY_STATIC_LIB_DIR}/libtbb.a) add_library(tegra_hal STATIC IMPORTED) set_target_properties(tegra_hal PROPERTIES IMPORTED_LOCATION ${OPENCV_3RDPARTY_STATIC_LIB_DIR}/libtegra_hal.a) add_library(ittnotify STATIC IMPORTED) set_target_properties(ittnotify PROPERTIES IMPORTED_LOCATION ${OPENCV_3RDPARTY_STATIC_LIB_DIR}/libittnotify.a) add_library(native_with_opencv # Sets the library as a shared library. SHARED # Provides a relative path to your source file(s). ../ios/Classes/native_add.cpp ) target_link_libraries(native_with_opencv ${log-lib} core # note: You can import whatever other modules you like (e.g. dnn) tbb # note: need to be placed *after* "core" cpufeatures ittnotify tegra_hal # NOTE if still have error, check abiFilters, since tegra does *not* exist in x86. Threads::Threads -lz )
当然,lib/native_with_opencv.dart应该将.so文件名更改为"libnative_with_opencv.so"。
lib/native_with_opencv.dart
.so
"libnative_with_opencv.so"
步骤1.2 :更改android/build.gradle以下内容:
android/build.gradle
android { ... defaultConfig { ... // [[[CHANGE 1: Make minSdkVersion bigger]]] // see https://github.com/opencv/opencv/issues/14419 minSdkVersion 21 // [[[CHANGE 2: Add these flags and filters]]] externalNativeBuild { cmake { cppFlags "-frtti -fexceptions -std=c++11" abiFilters 'armeabi-v7a', 'arm64-v8a' } } ... } ... }
当然,minSdkVersion实际项目(native_with_opencv/example/android/app/build.gradle)中的也应更改为21。
minSdkVersion
native_with_opencv/example/android/app/build.gradle
完成!编译并享受它(并转到iOS的下一部分)!如果看到1 + 2 == 3,则一切正常。
1 + 2 == 3
奖励:如果您在发布模式下构建并查看apk大小,您将看到我们的.so文件小于1MB。因此,静态链接和减小文件大小确实有效:)
步骤0 :在中ios/native_with_opencv.podspec,添加:
ios/native_with_opencv.podspec
s.static_framework = true s.dependency 'OpenCV', '~> 4.1'
步骤1 :编译并享受。 注意: 您可能需要先运行pod install下native_with_opencv/example/ios让Cocoapod初始化。
pod install
native_with_opencv/example/ios
(可选)Android配置如何工作的说明:(1)最初,我只是链接core,但是有数百个链接错误。然后,我搜索并修复每个组。例如,error: undefined reference to 'carotene_o4t::...'意味着我需要与链接libtegra_hal,因此我添加了几行。(2)奇怪的是,tbb应该放在 之后 core,否则它仍然不会链接。(3)abiFilters是必需的,因为tegra_hal不支持x86(因此不.a存在文件)。(4)minSdkVersion需要复活,否则fegetenv将找不到。
core
error: undefined reference to 'carotene_o4t::...'
libtegra_hal
tbb
abiFilters
tegra_hal
x86
.a
fegetenv