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add face landmarks detection support
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build | ||
dist | ||
.config.mk | ||
.flash.conf.json | ||
data | ||
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/CMakeLists.txt | ||
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__pycache__ |
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Face landmarks demo | ||
==== | ||
## only run yolov8_pose model | ||
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- Use `maixcdk build` to compile binary files. | ||
- Move files and runtime libraries to device. | ||
- Use SSH command with parameters to run programs. | ||
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` "Usage: "./nn_face_landmarks yolov8_face_model_path face_landmarks_model_path <image_path>"; ` |
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############### Add include ################### | ||
list(APPEND ADD_INCLUDE "include" | ||
) | ||
list(APPEND ADD_PRIVATE_INCLUDE "") | ||
############################################### | ||
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############ Add source files ################# | ||
# list(APPEND ADD_SRCS "src/main.c" | ||
# "src/test.c" | ||
# ) | ||
append_srcs_dir(ADD_SRCS "src") # append source file in src dir to var ADD_SRCS | ||
# list(REMOVE_ITEM COMPONENT_SRCS "src/test2.c") | ||
# FILE(GLOB_RECURSE EXTRA_SRC "src/*.c") | ||
# FILE(GLOB EXTRA_SRC "src/*.c") | ||
# list(APPEND ADD_SRCS ${EXTRA_SRC}) | ||
# aux_source_directory(src ADD_SRCS) # collect all source file in src dir, will set var ADD_SRCS | ||
# append_srcs_dir(ADD_SRCS "src") # append source file in src dir to var ADD_SRCS | ||
# list(REMOVE_ITEM COMPONENT_SRCS "src/test.c") | ||
# set(ADD_ASM_SRCS "src/asm.S") | ||
# list(APPEND ADD_SRCS ${ADD_ASM_SRCS}) | ||
# SET_PROPERTY(SOURCE ${ADD_ASM_SRCS} PROPERTY LANGUAGE C) # set .S ASM file as C language | ||
# SET_SOURCE_FILES_PROPERTIES(${ADD_ASM_SRCS} PROPERTIES COMPILE_FLAGS "-x assembler-with-cpp -D BBBBB") | ||
############################################### | ||
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###### Add required/dependent components ###### | ||
list(APPEND ADD_REQUIREMENTS basic nn vision) | ||
############################################### | ||
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###### Add link search path for requirements/libs ###### | ||
# list(APPEND ADD_LINK_SEARCH_PATH "${CONFIG_TOOLCHAIN_PATH}/lib") | ||
# list(APPEND ADD_REQUIREMENTS pthread m) # add system libs, pthread and math lib for example here | ||
# set (OpenCV_DIR opencv/lib/cmake/opencv4) | ||
# find_package(OpenCV REQUIRED) | ||
############################################### | ||
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############ Add static libs ################## | ||
# list(APPEND ADD_STATIC_LIB "lib/libtest.a") | ||
############################################### | ||
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#### Add compile option for this component #### | ||
#### Just for this component, won't affect other | ||
#### modules, including component that depend | ||
#### on this component | ||
# list(APPEND ADD_DEFINITIONS_PRIVATE -DAAAAA=1) | ||
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#### Add compile option for this component | ||
#### and components depend on this component | ||
# list(APPEND ADD_DEFINITIONS -DAAAAA222=1 | ||
# -DAAAAA333=1) | ||
############################################### | ||
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############ Add static libs ################## | ||
#### Update parent's variables like CMAKE_C_LINK_FLAGS | ||
# set(CMAKE_C_LINK_FLAGS "${CMAKE_C_LINK_FLAGS} -Wl,--start-group libmaix/libtest.a -ltest2 -Wl,--end-group" PARENT_SCOPE) | ||
############################################### | ||
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######### Add files need to download ######### | ||
# list(APPEND ADD_FILE_DOWNLOADS "{ | ||
# 'url': 'https://*****/abcde.tar.xz', | ||
# 'urls': [], # backup urls, if url failed, will try urls | ||
# 'sites': [], # download site, user can manually download file and put it into dl_path | ||
# 'sha256sum': '', | ||
# 'filename': 'abcde.tar.xz', | ||
# 'path': 'toolchains/xxxxx', | ||
# 'check_files': [] | ||
# }" | ||
# ) | ||
# | ||
# then extracted file in ${DL_EXTRACTED_PATH}/toolchains/xxxxx, | ||
# you can directly use then, for example use it in add_custom_command | ||
############################################## | ||
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# register component, DYNAMIC or SHARED flags will make component compiled to dynamic(shared) lib | ||
register_component() |
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#pragma once | ||
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#include "maix_basic.hpp" | ||
#include "maix_vision.hpp" | ||
#include "maix_nn_yolov8.hpp" | ||
#include "maix_nn_face_landmarks.hpp" | ||
#include "main.h" | ||
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using namespace maix; | ||
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int _main(int argc, char *argv[]) | ||
{ | ||
log::info("Program start"); | ||
int ret = 0; | ||
maix::image::Format img_fmt = maix::image::FMT_RGB888; | ||
char tmp_chars[64] = {0}; | ||
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std::string help = "Usage: " + std::string(argv[0]) + " detect_model_path landmarks_model_path <image_path>"; | ||
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if (argc < 2) | ||
{ | ||
log::info(help.c_str()); | ||
return -1; | ||
} | ||
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const char *detect_model_path = argv[1]; | ||
const char *landmarks_model_path = argv[2]; | ||
float conf_threshold = 0.5; | ||
float iou_threshold = 0.45; | ||
float landmarks_conf_th = 0.5; | ||
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nn::YOLOv8 detector(detect_model_path, false); | ||
log::info("load yolov8 model %s success", detect_model_path); | ||
nn::FaceLandmarks landmarks_detector(landmarks_model_path); | ||
log::info("load landmarks model %s success", landmarks_model_path); | ||
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if (argc >= 4) | ||
{ | ||
const char *img_path = argv[3]; | ||
log::info("load image now"); | ||
maix::image::Image *img = maix::image::load(img_path, img_fmt); | ||
err::check_null_raise(img, "load image " + std::string(img_path) + " failed"); | ||
log::info("load image %s success: %s", img_path, img->to_str().c_str()); | ||
if (img->width() != detector.input_size().width() || img->height() != detector.input_size().height()) | ||
{ | ||
log::warn("image size not match model input size, will auto resize from %dx%d to %dx%d", img->width(), img->height(), detector.input_size().width(), detector.input_size().height()); | ||
} | ||
log::info("detect now"); | ||
nn::Objects *result = detector.detect(*img, conf_threshold, iou_threshold); | ||
if(result->size() == 0) | ||
{ | ||
log::info("no object detected !"); | ||
} | ||
for (auto &r : *result) | ||
{ | ||
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log::info("result: %s", r->to_str().c_str()); | ||
img->draw_rect(r->x, r->y, r->w, r->h, maix::image::Color::from_rgb(255, 0, 0)); | ||
snprintf(tmp_chars, sizeof(tmp_chars), "%s: %.2f", detector.labels[r->class_id].c_str(), r->score); | ||
img->draw_string(r->x, r->y, detector.labels[r->class_id], maix::image::Color::from_rgb(255, 0, 0)); | ||
detector.draw_pose(*img, r->points, 4, image::COLOR_RED); | ||
} | ||
img->save("result.jpg"); | ||
delete result; | ||
delete img; | ||
} | ||
else | ||
{ | ||
log::info("open camera now"); | ||
maix::image::Size input_size = detector.input_size(); | ||
camera::Camera cam = camera::Camera(input_size.width(), input_size.height(), detector.input_format()); | ||
log::info("open camera success"); | ||
display::Display disp = display::Display(); | ||
while (!app::need_exit()) | ||
{ | ||
uint64_t t = time::ticks_ms(); | ||
maix::image::Image *img = cam.read(); | ||
err::check_null_raise(img, "read camera failed"); | ||
uint64_t t2 = time::ticks_ms(); | ||
nn::Objects *result = detector.detect(*img, conf_threshold, iou_threshold); | ||
std::vector<nn::FaceLandmarksObject*> results; | ||
for (auto &r : *result) | ||
{ | ||
// detector.draw_pose(*img, r->points, 4, image::COLOR_RED); | ||
// log::info("result: %s", r->to_str().c_str()); | ||
// img->draw_rect(r->x, r->y, r->w, r->h, maix::image::Color::from_rgb(255, 0, 0)); | ||
maix::image::Image *img_std = landmarks_detector.crop_image(*img, r->x, r->y, r->w, r->h, r->points); | ||
if(img_std) | ||
{ | ||
nn::FaceLandmarksObject *res = landmarks_detector.detect(*img_std, landmarks_conf_th, true, false); | ||
if(res && res->valid) | ||
{ | ||
results.push_back(res); | ||
// snprintf(tmp_chars, sizeof(tmp_chars), "%.1f", res->score); | ||
// img->draw_string(r->x, r->y, , maix::image::Color::from_rgb(255, 0, 0)); | ||
} | ||
else if(res) | ||
{ | ||
delete res; | ||
} | ||
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// for debug, draw std image on img. | ||
// maix::image::Image *resized = img_std->resize(128, 128); | ||
// img->draw_image(0, 0, *resized); | ||
// delete resized; | ||
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delete img_std; | ||
} | ||
} | ||
uint64_t t3 = time::ticks_ms(); | ||
for (auto &r : results) | ||
{ | ||
landmarks_detector.draw_face(*img, r->points, landmarks_detector.landmarks_num, r->points_z); | ||
delete r; | ||
} | ||
disp.show(*img); | ||
delete result; | ||
delete img; | ||
log::info("time: all %d ms, detect %d ms", time::ticks_ms() - t, t3 - t2); | ||
} | ||
} | ||
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log::info("Program exit"); | ||
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return ret; | ||
} | ||
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int main(int argc, char *argv[]) | ||
{ | ||
// Catch SIGINT signal(e.g. Ctrl + C), and set exit flag to true. | ||
signal(SIGINT, [](int sig) | ||
{ app::set_exit_flag(true); }); | ||
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// Use CATCH_EXCEPTION_RUN_RETURN to catch exception, | ||
// if we don't catch exception, when program throw exception, the objects will not be destructed. | ||
// So we catch exception here to let resources be released(call objects' destructor) before exit. | ||
CATCH_EXCEPTION_RUN_RETURN(_main, -1, argc, argv); | ||
} |