Added flags body+upsampling_scale, new tutorial example

This commit is contained in:
gineshidalgo99
2019-02-08 00:24:01 -05:00
parent e635967ce8
commit de117486e1
51 changed files with 585 additions and 484 deletions
@@ -82,6 +82,8 @@ void configureWrapper(op::Wrapper& opWrapper)
const auto faceNetInputSize = op::flagsToPoint(FLAGS_face_net_resolution, "368x368 (multiples of 16)");
// handNetInputSize
const auto handNetInputSize = op::flagsToPoint(FLAGS_hand_net_resolution, "368x368 (multiples of 16)");
// poseMode
const auto poseMode = op::flagsToPoseMode(FLAGS_body);
// poseModel
const auto poseModel = op::flagsToPoseModel(FLAGS_model_pose);
// JSON saving
@@ -104,12 +106,12 @@ void configureWrapper(op::Wrapper& opWrapper)
// Pose configuration (use WrapperStructPose{} for default and recommended configuration)
const op::WrapperStructPose wrapperStructPose{
!FLAGS_body_disable, netInputSize, outputSize, keypointScaleMode, FLAGS_num_gpu, FLAGS_num_gpu_start,
poseMode, netInputSize, outputSize, keypointScaleMode, FLAGS_num_gpu, FLAGS_num_gpu_start,
FLAGS_scale_number, (float)FLAGS_scale_gap, op::flagsToRenderMode(FLAGS_render_pose, multipleView),
poseModel, !FLAGS_disable_blending, (float)FLAGS_alpha_pose, (float)FLAGS_alpha_heatmap,
FLAGS_part_to_show, FLAGS_model_folder, heatMapTypes, heatMapScaleMode, FLAGS_part_candidates,
(float)FLAGS_render_threshold, FLAGS_number_people_max, FLAGS_maximize_positives, FLAGS_fps_max,
FLAGS_prototxt_path, FLAGS_caffemodel_path, enableGoogleLogging};
FLAGS_prototxt_path, FLAGS_caffemodel_path, (float)FLAGS_upsampling_ratio, enableGoogleLogging};
opWrapper.configure(wrapperStructPose);
// Face configuration (use op::WrapperStructFace{} to disable it)
const op::WrapperStructFace wrapperStructFace{
@@ -84,6 +84,8 @@ void configureWrapper(op::Wrapper& opWrapper)
const auto faceNetInputSize = op::flagsToPoint(FLAGS_face_net_resolution, "368x368 (multiples of 16)");
// handNetInputSize
const auto handNetInputSize = op::flagsToPoint(FLAGS_hand_net_resolution, "368x368 (multiples of 16)");
// poseMode
const auto poseMode = op::flagsToPoseMode(FLAGS_body);
// poseModel
const auto poseModel = op::flagsToPoseModel(FLAGS_model_pose);
// JSON saving
@@ -106,12 +108,12 @@ void configureWrapper(op::Wrapper& opWrapper)
// Pose configuration (use WrapperStructPose{} for default and recommended configuration)
const op::WrapperStructPose wrapperStructPose{
!FLAGS_body_disable, netInputSize, outputSize, keypointScaleMode, FLAGS_num_gpu, FLAGS_num_gpu_start,
poseMode, netInputSize, outputSize, keypointScaleMode, FLAGS_num_gpu, FLAGS_num_gpu_start,
FLAGS_scale_number, (float)FLAGS_scale_gap, op::flagsToRenderMode(FLAGS_render_pose, multipleView),
poseModel, !FLAGS_disable_blending, (float)FLAGS_alpha_pose, (float)FLAGS_alpha_heatmap,
FLAGS_part_to_show, FLAGS_model_folder, heatMapTypes, heatMapScaleMode, FLAGS_part_candidates,
(float)FLAGS_render_threshold, FLAGS_number_people_max, FLAGS_maximize_positives, FLAGS_fps_max,
FLAGS_prototxt_path, FLAGS_caffemodel_path, enableGoogleLogging};
FLAGS_prototxt_path, FLAGS_caffemodel_path, (float)FLAGS_upsampling_ratio, enableGoogleLogging};
opWrapper.configure(wrapperStructPose);
// Face configuration (use op::WrapperStructFace{} to disable it)
const op::WrapperStructFace wrapperStructFace{
@@ -90,6 +90,8 @@ void configureWrapper(op::Wrapper& opWrapper)
const auto faceNetInputSize = op::flagsToPoint(FLAGS_face_net_resolution, "368x368 (multiples of 16)");
// handNetInputSize
const auto handNetInputSize = op::flagsToPoint(FLAGS_hand_net_resolution, "368x368 (multiples of 16)");
// poseMode
const auto poseMode = op::flagsToPoseMode(FLAGS_body);
// poseModel
const auto poseModel = op::flagsToPoseModel(FLAGS_model_pose);
// JSON saving
@@ -112,12 +114,12 @@ void configureWrapper(op::Wrapper& opWrapper)
// Pose configuration (use WrapperStructPose{} for default and recommended configuration)
const op::WrapperStructPose wrapperStructPose{
!FLAGS_body_disable, netInputSize, outputSize, keypointScaleMode, FLAGS_num_gpu, FLAGS_num_gpu_start,
poseMode, netInputSize, outputSize, keypointScaleMode, FLAGS_num_gpu, FLAGS_num_gpu_start,
FLAGS_scale_number, (float)FLAGS_scale_gap, op::flagsToRenderMode(FLAGS_render_pose, multipleView),
poseModel, !FLAGS_disable_blending, (float)FLAGS_alpha_pose, (float)FLAGS_alpha_heatmap,
FLAGS_part_to_show, FLAGS_model_folder, heatMapTypes, heatMapScaleMode, FLAGS_part_candidates,
(float)FLAGS_render_threshold, FLAGS_number_people_max, FLAGS_maximize_positives, FLAGS_fps_max,
FLAGS_prototxt_path, FLAGS_caffemodel_path, enableGoogleLogging};
FLAGS_prototxt_path, FLAGS_caffemodel_path, (float)FLAGS_upsampling_ratio, enableGoogleLogging};
opWrapper.configure(wrapperStructPose);
// Face configuration (use op::WrapperStructFace{} to disable it)
const op::WrapperStructFace wrapperStructFace{
@@ -85,6 +85,8 @@ void configureWrapper(op::Wrapper& opWrapper)
const auto faceNetInputSize = op::flagsToPoint(FLAGS_face_net_resolution, "368x368 (multiples of 16)");
// handNetInputSize
const auto handNetInputSize = op::flagsToPoint(FLAGS_hand_net_resolution, "368x368 (multiples of 16)");
// poseMode
const auto poseMode = op::flagsToPoseMode(FLAGS_body);
// poseModel
const auto poseModel = op::flagsToPoseModel(FLAGS_model_pose);
// JSON saving
@@ -107,12 +109,12 @@ void configureWrapper(op::Wrapper& opWrapper)
// Pose configuration (use WrapperStructPose{} for default and recommended configuration)
const op::WrapperStructPose wrapperStructPose{
!FLAGS_body_disable, netInputSize, outputSize, keypointScaleMode, FLAGS_num_gpu, FLAGS_num_gpu_start,
poseMode, netInputSize, outputSize, keypointScaleMode, FLAGS_num_gpu, FLAGS_num_gpu_start,
FLAGS_scale_number, (float)FLAGS_scale_gap, op::flagsToRenderMode(FLAGS_render_pose, multipleView),
poseModel, !FLAGS_disable_blending, (float)FLAGS_alpha_pose, (float)FLAGS_alpha_heatmap,
FLAGS_part_to_show, FLAGS_model_folder, heatMapTypes, heatMapScaleMode, FLAGS_part_candidates,
(float)FLAGS_render_threshold, FLAGS_number_people_max, FLAGS_maximize_positives, FLAGS_fps_max,
FLAGS_prototxt_path, FLAGS_caffemodel_path, enableGoogleLogging};
FLAGS_prototxt_path, FLAGS_caffemodel_path, (float)FLAGS_upsampling_ratio, enableGoogleLogging};
opWrapper.configure(wrapperStructPose);
// Face configuration (use op::WrapperStructFace{} to disable it)
const op::WrapperStructFace wrapperStructFace{
@@ -157,7 +159,7 @@ int tutorialApiCpp()
const auto opTimer = op::getTimerInit();
// Required flags to enable heatmaps
FLAGS_body_disable = true;
FLAGS_body = 0;
FLAGS_face = true;
FLAGS_face_detector = 2;
@@ -200,7 +202,7 @@ int tutorialApiCpp()
// Info
op::log("NOTE: In addition with the user flags, this demo has auto-selected the following flags:\n"
" `--body_disable --face --face_detector 2`", op::Priority::High);
"\t`--body_disable --face --face_detector 2`", op::Priority::High);
// Measuring total time
op::printTime(opTimer, "OpenPose demo successfully finished. Total time: ", " seconds.", op::Priority::High);
@@ -85,6 +85,8 @@ void configureWrapper(op::Wrapper& opWrapper)
const auto faceNetInputSize = op::flagsToPoint(FLAGS_face_net_resolution, "368x368 (multiples of 16)");
// handNetInputSize
const auto handNetInputSize = op::flagsToPoint(FLAGS_hand_net_resolution, "368x368 (multiples of 16)");
// poseMode
const auto poseMode = op::flagsToPoseMode(FLAGS_body);
// poseModel
const auto poseModel = op::flagsToPoseModel(FLAGS_model_pose);
// JSON saving
@@ -107,12 +109,12 @@ void configureWrapper(op::Wrapper& opWrapper)
// Pose configuration (use WrapperStructPose{} for default and recommended configuration)
const op::WrapperStructPose wrapperStructPose{
!FLAGS_body_disable, netInputSize, outputSize, keypointScaleMode, FLAGS_num_gpu, FLAGS_num_gpu_start,
poseMode, netInputSize, outputSize, keypointScaleMode, FLAGS_num_gpu, FLAGS_num_gpu_start,
FLAGS_scale_number, (float)FLAGS_scale_gap, op::flagsToRenderMode(FLAGS_render_pose, multipleView),
poseModel, !FLAGS_disable_blending, (float)FLAGS_alpha_pose, (float)FLAGS_alpha_heatmap,
FLAGS_part_to_show, FLAGS_model_folder, heatMapTypes, heatMapScaleMode, FLAGS_part_candidates,
(float)FLAGS_render_threshold, FLAGS_number_people_max, FLAGS_maximize_positives, FLAGS_fps_max,
FLAGS_prototxt_path, FLAGS_caffemodel_path, enableGoogleLogging};
FLAGS_prototxt_path, FLAGS_caffemodel_path, (float)FLAGS_upsampling_ratio, enableGoogleLogging};
opWrapper.configure(wrapperStructPose);
// Face configuration (use op::WrapperStructFace{} to disable it)
const op::WrapperStructFace wrapperStructFace{
@@ -157,7 +159,7 @@ int tutorialApiCpp()
const auto opTimer = op::getTimerInit();
// Required flags to enable heatmaps
FLAGS_body_disable = true;
FLAGS_body = 0;
FLAGS_hand = true;
FLAGS_hand_detector = 2;
@@ -209,7 +211,7 @@ int tutorialApiCpp()
// Info
op::log("NOTE: In addition with the user flags, this demo has auto-selected the following flags:\n"
" `--body_disable --hand --hand_detector 2`", op::Priority::High);
"\t`--body_disable --hand --hand_detector 2`", op::Priority::High);
// Measuring total time
op::printTime(opTimer, "OpenPose demo successfully finished. Total time: ", " seconds.", op::Priority::High);
@@ -114,6 +114,8 @@ void configureWrapper(op::Wrapper& opWrapper)
const auto faceNetInputSize = op::flagsToPoint(FLAGS_face_net_resolution, "368x368 (multiples of 16)");
// handNetInputSize
const auto handNetInputSize = op::flagsToPoint(FLAGS_hand_net_resolution, "368x368 (multiples of 16)");
// poseMode
const auto poseMode = op::flagsToPoseMode(FLAGS_body);
// poseModel
const auto poseModel = op::flagsToPoseModel(FLAGS_model_pose);
// JSON saving
@@ -136,12 +138,12 @@ void configureWrapper(op::Wrapper& opWrapper)
// Pose configuration (use WrapperStructPose{} for default and recommended configuration)
const op::WrapperStructPose wrapperStructPose{
!FLAGS_body_disable, netInputSize, outputSize, keypointScaleMode, FLAGS_num_gpu, FLAGS_num_gpu_start,
poseMode, netInputSize, outputSize, keypointScaleMode, FLAGS_num_gpu, FLAGS_num_gpu_start,
FLAGS_scale_number, (float)FLAGS_scale_gap, op::flagsToRenderMode(FLAGS_render_pose, multipleView),
poseModel, !FLAGS_disable_blending, (float)FLAGS_alpha_pose, (float)FLAGS_alpha_heatmap,
FLAGS_part_to_show, FLAGS_model_folder, heatMapTypes, heatMapScaleMode, FLAGS_part_candidates,
(float)FLAGS_render_threshold, FLAGS_number_people_max, FLAGS_maximize_positives, FLAGS_fps_max,
FLAGS_prototxt_path, FLAGS_caffemodel_path, enableGoogleLogging};
FLAGS_prototxt_path, FLAGS_caffemodel_path, (float)FLAGS_upsampling_ratio, enableGoogleLogging};
opWrapper.configure(wrapperStructPose);
// Face configuration (use op::WrapperStructFace{} to disable it)
const op::WrapperStructFace wrapperStructFace{
@@ -219,7 +221,7 @@ int tutorialApiCpp()
// Info
op::log("NOTE: In addition with the user flags, this demo has auto-selected the following flags:\n"
" `--heatmaps_add_parts --heatmaps_add_bkg --heatmaps_add_PAFs`",
"\t`--heatmaps_add_parts --heatmaps_add_bkg --heatmaps_add_PAFs`",
op::Priority::High);
// Measuring total time
@@ -0,0 +1,251 @@
// ----------------------- OpenPose C++ API Tutorial - Example 9 - Keypoints from heatmaps -----------------------
// It reads a custom set of heatmaps and run the OpenPose greedy connection algorithm.
// OpenPose will not run its internal body pose estimation network and will instead use
// this data as the substitute of its network. The size of this element must match the size of the output of
// its internal network, or it will lead to core dumped (segmentation) errors. You can modify the pose
// estimation flags to match the dimension of both elements (e.g., `--net_resolution`, `--scale_number`, etc.).
// Command-line user intraface
#define OPENPOSE_FLAGS_DISABLE_PRODUCER
#define OPENPOSE_FLAGS_DISABLE_DISPLAY
#include <openpose/flags.hpp>
// OpenPose dependencies
#include <openpose/headers.hpp>
// Custom OpenPose flags
// Producer
DEFINE_string(image_path, "examples/media/COCO_val2014_000000000294.jpg",
"Process an image. Read all standard formats (jpg, png, bmp, etc.).");
// Display
DEFINE_bool(no_display, false,
"Enable to disable the visual display.");
// This worker will just read and return all the jpg files in a directory
void display(const std::shared_ptr<std::vector<std::shared_ptr<op::Datum>>>& datumsPtr)
{
try
{
// User's displaying/saving/other processing here
// datum.cvOutputData: rendered frame with pose or heatmaps
// datum.poseKeypoints: Array<float> with the estimated pose
if (datumsPtr != nullptr && !datumsPtr->empty())
{
// Display image
cv::imshow(OPEN_POSE_NAME_AND_VERSION + " - Tutorial C++ API", datumsPtr->at(0)->cvOutputData);
cv::waitKey(0);
}
else
op::log("Nullptr or empty datumsPtr found.", op::Priority::High);
}
catch (const std::exception& e)
{
op::error(e.what(), __LINE__, __FUNCTION__, __FILE__);
}
}
void printKeypoints(const std::shared_ptr<std::vector<std::shared_ptr<op::Datum>>>& datumsPtr)
{
try
{
// Example: How to use the pose keypoints
if (datumsPtr != nullptr && !datumsPtr->empty())
{
op::log("Body keypoints: " + datumsPtr->at(0)->poseKeypoints.toString(), op::Priority::High);
op::log("Face keypoints: " + datumsPtr->at(0)->faceKeypoints.toString(), op::Priority::High);
op::log("Left hand keypoints: " + datumsPtr->at(0)->handKeypoints[0].toString(), op::Priority::High);
op::log("Right hand keypoints: " + datumsPtr->at(0)->handKeypoints[1].toString(), op::Priority::High);
}
else
op::log("Nullptr or empty datumsPtr found.", op::Priority::High);
}
catch (const std::exception& e)
{
op::error(e.what(), __LINE__, __FUNCTION__, __FILE__);
}
}
void configureWrapper(op::Wrapper& opWrapper)
{
try
{
// Configuring OpenPose
// logging_level
op::check(0 <= FLAGS_logging_level && FLAGS_logging_level <= 255, "Wrong logging_level value.",
__LINE__, __FUNCTION__, __FILE__);
op::ConfigureLog::setPriorityThreshold((op::Priority)FLAGS_logging_level);
op::Profiler::setDefaultX(FLAGS_profile_speed);
// Applying user defined configuration - GFlags to program variables
// outputSize
const auto outputSize = op::flagsToPoint(FLAGS_output_resolution, "-1x-1");
// netInputSize
const auto netInputSize = op::flagsToPoint(FLAGS_net_resolution, "-1x368");
// faceNetInputSize
const auto faceNetInputSize = op::flagsToPoint(FLAGS_face_net_resolution, "368x368 (multiples of 16)");
// handNetInputSize
const auto handNetInputSize = op::flagsToPoint(FLAGS_hand_net_resolution, "368x368 (multiples of 16)");
// poseMode
const auto poseMode = op::flagsToPoseMode(FLAGS_body);
// poseModel
const auto poseModel = op::flagsToPoseModel(FLAGS_model_pose);
// JSON saving
if (!FLAGS_write_keypoint.empty())
op::log("Flag `write_keypoint` is deprecated and will eventually be removed."
" Please, use `write_json` instead.", op::Priority::Max);
// keypointScaleMode
const auto keypointScaleMode = op::flagsToScaleMode(FLAGS_keypoint_scale);
// heatmaps to add
const auto heatMapTypes = op::flagsToHeatMaps(FLAGS_heatmaps_add_parts, FLAGS_heatmaps_add_bkg,
FLAGS_heatmaps_add_PAFs);
const auto heatMapScaleMode = op::flagsToHeatMapScaleMode(FLAGS_heatmaps_scale);
// >1 camera view?
const auto multipleView = (FLAGS_3d || FLAGS_3d_views > 1);
// Face and hand detectors
const auto faceDetector = op::flagsToDetector(FLAGS_face_detector);
const auto handDetector = op::flagsToDetector(FLAGS_hand_detector);
// Enabling Google Logging
const bool enableGoogleLogging = true;
// Pose configuration (use WrapperStructPose{} for default and recommended configuration)
const op::WrapperStructPose wrapperStructPose{
poseMode, netInputSize, outputSize, keypointScaleMode, FLAGS_num_gpu, FLAGS_num_gpu_start,
FLAGS_scale_number, (float)FLAGS_scale_gap, op::flagsToRenderMode(FLAGS_render_pose, multipleView),
poseModel, !FLAGS_disable_blending, (float)FLAGS_alpha_pose, (float)FLAGS_alpha_heatmap,
FLAGS_part_to_show, FLAGS_model_folder, heatMapTypes, heatMapScaleMode, FLAGS_part_candidates,
(float)FLAGS_render_threshold, FLAGS_number_people_max, FLAGS_maximize_positives, FLAGS_fps_max,
FLAGS_prototxt_path, FLAGS_caffemodel_path, (float)FLAGS_upsampling_ratio, enableGoogleLogging};
opWrapper.configure(wrapperStructPose);
// Face configuration (use op::WrapperStructFace{} to disable it)
const op::WrapperStructFace wrapperStructFace{
FLAGS_face, faceDetector, faceNetInputSize,
op::flagsToRenderMode(FLAGS_face_render, multipleView, FLAGS_render_pose),
(float)FLAGS_face_alpha_pose, (float)FLAGS_face_alpha_heatmap, (float)FLAGS_face_render_threshold};
opWrapper.configure(wrapperStructFace);
// Hand configuration (use op::WrapperStructHand{} to disable it)
const op::WrapperStructHand wrapperStructHand{
FLAGS_hand, handDetector, handNetInputSize, FLAGS_hand_scale_number, (float)FLAGS_hand_scale_range,
op::flagsToRenderMode(FLAGS_hand_render, multipleView, FLAGS_render_pose), (float)FLAGS_hand_alpha_pose,
(float)FLAGS_hand_alpha_heatmap, (float)FLAGS_hand_render_threshold};
opWrapper.configure(wrapperStructHand);
// Extra functionality configuration (use op::WrapperStructExtra{} to disable it)
const op::WrapperStructExtra wrapperStructExtra{
FLAGS_3d, FLAGS_3d_min_views, FLAGS_identification, FLAGS_tracking, FLAGS_ik_threads};
opWrapper.configure(wrapperStructExtra);
// Output (comment or use default argument to disable any output)
const op::WrapperStructOutput wrapperStructOutput{
FLAGS_cli_verbose, FLAGS_write_keypoint, op::stringToDataFormat(FLAGS_write_keypoint_format),
FLAGS_write_json, FLAGS_write_coco_json, FLAGS_write_coco_foot_json, FLAGS_write_coco_json_variant,
FLAGS_write_images, FLAGS_write_images_format, FLAGS_write_video, FLAGS_write_video_fps,
FLAGS_write_video_with_audio, FLAGS_write_heatmaps, FLAGS_write_heatmaps_format, FLAGS_write_video_3d,
FLAGS_write_video_adam, FLAGS_write_bvh, FLAGS_udp_host, FLAGS_udp_port};
opWrapper.configure(wrapperStructOutput);
// No GUI. Equivalent to: opWrapper.configure(op::WrapperStructGui{});
// Set to single-thread (for sequential processing and/or debugging and/or reducing latency)
if (FLAGS_disable_multi_thread)
opWrapper.disableMultiThreading();
}
catch (const std::exception& e)
{
op::error(e.what(), __LINE__, __FUNCTION__, __FILE__);
}
}
int tutorialApiCpp()
{
try
{
op::log("Starting OpenPose demo...", op::Priority::High);
const auto opTimer = op::getTimerInit();
// Image to process
const auto imageToProcess = cv::imread(FLAGS_image_path);
// Required flags to disable the OpenPose network
FLAGS_body = 2;
// Configuring OpenPose
op::log("Configuring OpenPose...", op::Priority::High);
op::Wrapper opWrapper{op::ThreadManagerMode::Asynchronous};
configureWrapper(opWrapper);
// Heatmap set selection
std::shared_ptr<std::vector<std::shared_ptr<op::Datum>>> datumHeatmaps;
// Using a random set of heatmaps
// Replace the following lines inside the try-catch block with your custom heatmap generator
try
{
op::log("Temporarily running another OpenPose instance to get the heatmaps...", op::Priority::High);
// Required flags to enable heatmaps
FLAGS_heatmaps_add_parts = true;
FLAGS_heatmaps_add_bkg = true;
FLAGS_heatmaps_add_PAFs = true;
FLAGS_heatmaps_scale = 3;
FLAGS_upsampling_ratio = 1;
FLAGS_body = 1;
// Configuring OpenPose
op::Wrapper opWrapperGetHeatMaps{op::ThreadManagerMode::Asynchronous};
configureWrapper(opWrapperGetHeatMaps);
// Starting OpenPose
opWrapperGetHeatMaps.start();
// Get heatmaps
datumHeatmaps = opWrapperGetHeatMaps.emplaceAndPop(imageToProcess);
if (datumHeatmaps == nullptr)
op::error("Image could not be processed.", __LINE__, __FUNCTION__, __FILE__);
}
catch (const std::exception& e)
{
op::error(e.what(), __LINE__, __FUNCTION__, __FILE__);
}
// Starting OpenPose
op::log("Starting thread(s)...", op::Priority::High);
opWrapper.start();
// Create new datum
auto datumProcessed = std::make_shared<std::vector<std::shared_ptr<op::Datum>>>();
datumProcessed->emplace_back();
auto& datumPtr = datumProcessed->at(0);
datumPtr = std::make_shared<op::Datum>();
// Fill datum
datumPtr->cvInputData = imageToProcess;
datumPtr->poseNetOutput = datumHeatmaps->at(0)->poseHeatMaps;
// Display image
if (opWrapper.emplaceAndPop(datumProcessed))
{
printKeypoints(datumProcessed);
if (!FLAGS_no_display)
display(datumProcessed);
}
else
op::log("Image could not be processed.", op::Priority::High);
// Info
op::log("NOTE: In addition with the user flags, this demo has auto-selected the following flags:\n"
"\t`--body 2`", op::Priority::High);
// Measuring total time
op::printTime(opTimer, "OpenPose demo successfully finished. Total time: ", " seconds.", op::Priority::High);
// Return
return 0;
}
catch (const std::exception& e)
{
return -1;
}
}
int main(int argc, char *argv[])
{
// Parsing command line flags
gflags::ParseCommandLineFlags(&argc, &argv, true);
// Running tutorialApiCpp
return tutorialApiCpp();
}
@@ -1,4 +1,4 @@
// ------------------------- OpenPose C++ API Tutorial - Example 9 - Custom Input -------------------------
// ------------------------- OpenPose C++ API Tutorial - Example 10 - Custom Input -------------------------
// Asynchronous mode: ideal for fast prototyping when performance is not an issue.
// In this function, the user can implement its own way to create frames (e.g., reading his own folder of images)
// and emplaces/pushes the frames to OpenPose.
@@ -96,6 +96,8 @@ void configureWrapper(op::Wrapper& opWrapper)
const auto faceNetInputSize = op::flagsToPoint(FLAGS_face_net_resolution, "368x368 (multiples of 16)");
// handNetInputSize
const auto handNetInputSize = op::flagsToPoint(FLAGS_hand_net_resolution, "368x368 (multiples of 16)");
// poseMode
const auto poseMode = op::flagsToPoseMode(FLAGS_body);
// poseModel
const auto poseModel = op::flagsToPoseModel(FLAGS_model_pose);
// JSON saving
@@ -118,12 +120,12 @@ void configureWrapper(op::Wrapper& opWrapper)
// Pose configuration (use WrapperStructPose{} for default and recommended configuration)
const op::WrapperStructPose wrapperStructPose{
!FLAGS_body_disable, netInputSize, outputSize, keypointScaleMode, FLAGS_num_gpu, FLAGS_num_gpu_start,
poseMode, netInputSize, outputSize, keypointScaleMode, FLAGS_num_gpu, FLAGS_num_gpu_start,
FLAGS_scale_number, (float)FLAGS_scale_gap, op::flagsToRenderMode(FLAGS_render_pose, multipleView),
poseModel, !FLAGS_disable_blending, (float)FLAGS_alpha_pose, (float)FLAGS_alpha_heatmap,
FLAGS_part_to_show, FLAGS_model_folder, heatMapTypes, heatMapScaleMode, FLAGS_part_candidates,
(float)FLAGS_render_threshold, FLAGS_number_people_max, FLAGS_maximize_positives, FLAGS_fps_max,
FLAGS_prototxt_path, FLAGS_caffemodel_path, enableGoogleLogging};
FLAGS_prototxt_path, FLAGS_caffemodel_path, (float)FLAGS_upsampling_ratio, enableGoogleLogging};
opWrapper.configure(wrapperStructPose);
// Face configuration (use op::WrapperStructFace{} to disable it)
const op::WrapperStructFace wrapperStructFace{
@@ -1,4 +1,4 @@
// ------------------------- OpenPose C++ API Tutorial - Example 10 - Custom Output -------------------------
// ------------------------- OpenPose C++ API Tutorial - Example 11 - Custom Output -------------------------
// Asynchronous mode: ideal for fast prototyping when performance is not an issue.
// In this function, the user can implement its own way to render/display/storage the results.
@@ -115,6 +115,8 @@ void configureWrapper(op::Wrapper& opWrapper)
const auto faceNetInputSize = op::flagsToPoint(FLAGS_face_net_resolution, "368x368 (multiples of 16)");
// handNetInputSize
const auto handNetInputSize = op::flagsToPoint(FLAGS_hand_net_resolution, "368x368 (multiples of 16)");
// poseMode
const auto poseMode = op::flagsToPoseMode(FLAGS_body);
// poseModel
const auto poseModel = op::flagsToPoseModel(FLAGS_model_pose);
// JSON saving
@@ -137,12 +139,12 @@ void configureWrapper(op::Wrapper& opWrapper)
// Pose configuration (use WrapperStructPose{} for default and recommended configuration)
const op::WrapperStructPose wrapperStructPose{
!FLAGS_body_disable, netInputSize, outputSize, keypointScaleMode, FLAGS_num_gpu, FLAGS_num_gpu_start,
poseMode, netInputSize, outputSize, keypointScaleMode, FLAGS_num_gpu, FLAGS_num_gpu_start,
FLAGS_scale_number, (float)FLAGS_scale_gap, op::flagsToRenderMode(FLAGS_render_pose, multipleView),
poseModel, !FLAGS_disable_blending, (float)FLAGS_alpha_pose, (float)FLAGS_alpha_heatmap,
FLAGS_part_to_show, FLAGS_model_folder, heatMapTypes, heatMapScaleMode, FLAGS_part_candidates,
(float)FLAGS_render_threshold, FLAGS_number_people_max, FLAGS_maximize_positives, FLAGS_fps_max,
FLAGS_prototxt_path, FLAGS_caffemodel_path, enableGoogleLogging};
FLAGS_prototxt_path, FLAGS_caffemodel_path, (float)FLAGS_upsampling_ratio, enableGoogleLogging};
opWrapper.configure(wrapperStructPose);
// Face configuration (use op::WrapperStructFace{} to disable it)
const op::WrapperStructFace wrapperStructFace{
@@ -1,4 +1,4 @@
// --------------------- OpenPose C++ API Tutorial - Example 11 - Custom Input, Output, and Datum ---------------------
// --------------------- OpenPose C++ API Tutorial - Example 12 - Custom Input, Output, and Datum ---------------------
// Asynchronous mode: ideal for fast prototyping when performance is not an issue.
// In this function, the user can implement its own way to create frames (e.g., reading his own folder of images)
// and its own way to render/display them after being processed by OpenPose.
@@ -193,6 +193,8 @@ void configureWrapper(op::WrapperT<UserDatum>& opWrapperT)
const auto faceNetInputSize = op::flagsToPoint(FLAGS_face_net_resolution, "368x368 (multiples of 16)");
// handNetInputSize
const auto handNetInputSize = op::flagsToPoint(FLAGS_hand_net_resolution, "368x368 (multiples of 16)");
// poseMode
const auto poseMode = op::flagsToPoseMode(FLAGS_body);
// poseModel
const auto poseModel = op::flagsToPoseModel(FLAGS_model_pose);
// JSON saving
@@ -215,12 +217,12 @@ void configureWrapper(op::WrapperT<UserDatum>& opWrapperT)
// Pose configuration (use WrapperStructPose{} for default and recommended configuration)
const op::WrapperStructPose wrapperStructPose{
!FLAGS_body_disable, netInputSize, outputSize, keypointScaleMode, FLAGS_num_gpu, FLAGS_num_gpu_start,
poseMode, netInputSize, outputSize, keypointScaleMode, FLAGS_num_gpu, FLAGS_num_gpu_start,
FLAGS_scale_number, (float)FLAGS_scale_gap, op::flagsToRenderMode(FLAGS_render_pose, multipleView),
poseModel, !FLAGS_disable_blending, (float)FLAGS_alpha_pose, (float)FLAGS_alpha_heatmap,
FLAGS_part_to_show, FLAGS_model_folder, heatMapTypes, heatMapScaleMode, FLAGS_part_candidates,
(float)FLAGS_render_threshold, FLAGS_number_people_max, FLAGS_maximize_positives, FLAGS_fps_max,
FLAGS_prototxt_path, FLAGS_caffemodel_path, enableGoogleLogging};
FLAGS_prototxt_path, FLAGS_caffemodel_path, (float)FLAGS_upsampling_ratio, enableGoogleLogging};
opWrapperT.configure(wrapperStructPose);
// Face configuration (use op::WrapperStructFace{} to disable it)
const op::WrapperStructFace wrapperStructFace{
@@ -1,4 +1,4 @@
// ------------------------- OpenPose C++ API Tutorial - Example 12 - Custom Input -------------------------
// ------------------------- OpenPose C++ API Tutorial - Example 13 - Custom Input -------------------------
// Synchronous mode: ideal for production integration. It provides the fastest results with respect to runtime
// performance.
// In this function, the user can implement its own way to create frames (e.g., reading his own folder of images).
@@ -101,6 +101,8 @@ void configureWrapper(op::Wrapper& opWrapper)
const auto faceNetInputSize = op::flagsToPoint(FLAGS_face_net_resolution, "368x368 (multiples of 16)");
// handNetInputSize
const auto handNetInputSize = op::flagsToPoint(FLAGS_hand_net_resolution, "368x368 (multiples of 16)");
// poseMode
const auto poseMode = op::flagsToPoseMode(FLAGS_body);
// poseModel
const auto poseModel = op::flagsToPoseModel(FLAGS_model_pose);
// JSON saving
@@ -131,12 +133,12 @@ void configureWrapper(op::Wrapper& opWrapper)
// Pose configuration (use WrapperStructPose{} for default and recommended configuration)
const op::WrapperStructPose wrapperStructPose{
!FLAGS_body_disable, netInputSize, outputSize, keypointScaleMode, FLAGS_num_gpu, FLAGS_num_gpu_start,
poseMode, netInputSize, outputSize, keypointScaleMode, FLAGS_num_gpu, FLAGS_num_gpu_start,
FLAGS_scale_number, (float)FLAGS_scale_gap, op::flagsToRenderMode(FLAGS_render_pose, multipleView),
poseModel, !FLAGS_disable_blending, (float)FLAGS_alpha_pose, (float)FLAGS_alpha_heatmap,
FLAGS_part_to_show, FLAGS_model_folder, heatMapTypes, heatMapScaleMode, FLAGS_part_candidates,
(float)FLAGS_render_threshold, FLAGS_number_people_max, FLAGS_maximize_positives, FLAGS_fps_max,
FLAGS_prototxt_path, FLAGS_caffemodel_path, enableGoogleLogging};
FLAGS_prototxt_path, FLAGS_caffemodel_path, (float)FLAGS_upsampling_ratio, enableGoogleLogging};
opWrapper.configure(wrapperStructPose);
// Face configuration (use op::WrapperStructFace{} to disable it)
const op::WrapperStructFace wrapperStructFace{
@@ -1,4 +1,4 @@
// ------------------------- OpenPose C++ API Tutorial - Example 13 - Custom Pre-processing -------------------------
// ------------------------- OpenPose C++ API Tutorial - Example 14 - Custom Pre-processing -------------------------
// Synchronous mode: ideal for production integration. It provides the fastest results with respect to runtime
// performance.
// In this function, the user can implement its own pre-processing, i.e., his function will be called after the image
@@ -66,6 +66,8 @@ void configureWrapper(op::Wrapper& opWrapper)
const auto faceNetInputSize = op::flagsToPoint(FLAGS_face_net_resolution, "368x368 (multiples of 16)");
// handNetInputSize
const auto handNetInputSize = op::flagsToPoint(FLAGS_hand_net_resolution, "368x368 (multiples of 16)");
// poseMode
const auto poseMode = op::flagsToPoseMode(FLAGS_body);
// poseModel
const auto poseModel = op::flagsToPoseModel(FLAGS_model_pose);
// JSON saving
@@ -95,12 +97,12 @@ void configureWrapper(op::Wrapper& opWrapper)
// Pose configuration (use WrapperStructPose{} for default and recommended configuration)
const op::WrapperStructPose wrapperStructPose{
!FLAGS_body_disable, netInputSize, outputSize, keypointScaleMode, FLAGS_num_gpu, FLAGS_num_gpu_start,
poseMode, netInputSize, outputSize, keypointScaleMode, FLAGS_num_gpu, FLAGS_num_gpu_start,
FLAGS_scale_number, (float)FLAGS_scale_gap, op::flagsToRenderMode(FLAGS_render_pose, multipleView),
poseModel, !FLAGS_disable_blending, (float)FLAGS_alpha_pose, (float)FLAGS_alpha_heatmap,
FLAGS_part_to_show, FLAGS_model_folder, heatMapTypes, heatMapScaleMode, FLAGS_part_candidates,
(float)FLAGS_render_threshold, FLAGS_number_people_max, FLAGS_maximize_positives, FLAGS_fps_max,
FLAGS_prototxt_path, FLAGS_caffemodel_path, enableGoogleLogging};
FLAGS_prototxt_path, FLAGS_caffemodel_path, (float)FLAGS_upsampling_ratio, enableGoogleLogging};
opWrapper.configure(wrapperStructPose);
// Face configuration (use op::WrapperStructFace{} to disable it)
const op::WrapperStructFace wrapperStructFace{
@@ -1,4 +1,4 @@
// ------------------------- OpenPose C++ API Tutorial - Example 14 - Custom Post-processing -------------------------
// ------------------------- OpenPose C++ API Tutorial - Example 15 - Custom Post-processing -------------------------
// Synchronous mode: ideal for production integration. It provides the fastest results with respect to runtime
// performance.
// In this function, the user can implement its own post-processing, i.e., his function will be called after OpenPose
@@ -67,6 +67,8 @@ void configureWrapper(op::Wrapper& opWrapper)
const auto faceNetInputSize = op::flagsToPoint(FLAGS_face_net_resolution, "368x368 (multiples of 16)");
// handNetInputSize
const auto handNetInputSize = op::flagsToPoint(FLAGS_hand_net_resolution, "368x368 (multiples of 16)");
// poseMode
const auto poseMode = op::flagsToPoseMode(FLAGS_body);
// poseModel
const auto poseModel = op::flagsToPoseModel(FLAGS_model_pose);
// JSON saving
@@ -96,12 +98,12 @@ void configureWrapper(op::Wrapper& opWrapper)
// Pose configuration (use WrapperStructPose{} for default and recommended configuration)
const op::WrapperStructPose wrapperStructPose{
!FLAGS_body_disable, netInputSize, outputSize, keypointScaleMode, FLAGS_num_gpu, FLAGS_num_gpu_start,
poseMode, netInputSize, outputSize, keypointScaleMode, FLAGS_num_gpu, FLAGS_num_gpu_start,
FLAGS_scale_number, (float)FLAGS_scale_gap, op::flagsToRenderMode(FLAGS_render_pose, multipleView),
poseModel, !FLAGS_disable_blending, (float)FLAGS_alpha_pose, (float)FLAGS_alpha_heatmap,
FLAGS_part_to_show, FLAGS_model_folder, heatMapTypes, heatMapScaleMode, FLAGS_part_candidates,
(float)FLAGS_render_threshold, FLAGS_number_people_max, FLAGS_maximize_positives, FLAGS_fps_max,
FLAGS_prototxt_path, FLAGS_caffemodel_path, enableGoogleLogging};
FLAGS_prototxt_path, FLAGS_caffemodel_path, (float)FLAGS_upsampling_ratio, enableGoogleLogging};
opWrapper.configure(wrapperStructPose);
// Face configuration (use op::WrapperStructFace{} to disable it)
const op::WrapperStructFace wrapperStructFace{
@@ -1,4 +1,4 @@
// ------------------------- OpenPose C++ API Tutorial - Example 15 - Custom Output -------------------------
// ------------------------- OpenPose C++ API Tutorial - Example 16 - Custom Output -------------------------
// Synchronous mode: ideal for production integration. It provides the fastest results with respect to runtime
// performance.
// In this function, the user can implement its own way to render/display/storage the results.
@@ -123,6 +123,8 @@ void configureWrapper(op::Wrapper& opWrapper)
const auto faceNetInputSize = op::flagsToPoint(FLAGS_face_net_resolution, "368x368 (multiples of 16)");
// handNetInputSize
const auto handNetInputSize = op::flagsToPoint(FLAGS_hand_net_resolution, "368x368 (multiples of 16)");
// poseMode
const auto poseMode = op::flagsToPoseMode(FLAGS_body);
// poseModel
const auto poseModel = op::flagsToPoseModel(FLAGS_model_pose);
// JSON saving
@@ -152,12 +154,12 @@ void configureWrapper(op::Wrapper& opWrapper)
// Pose configuration (use WrapperStructPose{} for default and recommended configuration)
const op::WrapperStructPose wrapperStructPose{
!FLAGS_body_disable, netInputSize, outputSize, keypointScaleMode, FLAGS_num_gpu, FLAGS_num_gpu_start,
poseMode, netInputSize, outputSize, keypointScaleMode, FLAGS_num_gpu, FLAGS_num_gpu_start,
FLAGS_scale_number, (float)FLAGS_scale_gap, op::flagsToRenderMode(FLAGS_render_pose, multipleView),
poseModel, !FLAGS_disable_blending, (float)FLAGS_alpha_pose, (float)FLAGS_alpha_heatmap,
FLAGS_part_to_show, FLAGS_model_folder, heatMapTypes, heatMapScaleMode, FLAGS_part_candidates,
(float)FLAGS_render_threshold, FLAGS_number_people_max, FLAGS_maximize_positives, FLAGS_fps_max,
FLAGS_prototxt_path, FLAGS_caffemodel_path, enableGoogleLogging};
FLAGS_prototxt_path, FLAGS_caffemodel_path, (float)FLAGS_upsampling_ratio, enableGoogleLogging};
opWrapper.configure(wrapperStructPose);
// Face configuration (use op::WrapperStructFace{} to disable it)
const op::WrapperStructFace wrapperStructFace{
@@ -1,4 +1,4 @@
// --- OpenPose C++ API Tutorial - Example 16 - Custom Input, Pre-processing, Post-processing, Output, and Datum ---
// --- OpenPose C++ API Tutorial - Example 17 - Custom Input, Pre-processing, Post-processing, Output, and Datum ---
// Synchronous mode: ideal for production integration. It provides the fastest results with respect to runtime
// performance.
// In this function, the user can implement its own way to read frames, implement its own post-processing (i.e., his
@@ -231,6 +231,8 @@ void configureWrapper(op::WrapperT<UserDatum>& opWrapperT)
const auto faceNetInputSize = op::flagsToPoint(FLAGS_face_net_resolution, "368x368 (multiples of 16)");
// handNetInputSize
const auto handNetInputSize = op::flagsToPoint(FLAGS_hand_net_resolution, "368x368 (multiples of 16)");
// poseMode
const auto poseMode = op::flagsToPoseMode(FLAGS_body);
// poseModel
const auto poseModel = op::flagsToPoseModel(FLAGS_model_pose);
// JSON saving
@@ -271,12 +273,12 @@ void configureWrapper(op::WrapperT<UserDatum>& opWrapperT)
// Pose configuration (use WrapperStructPose{} for default and recommended configuration)
const op::WrapperStructPose wrapperStructPose{
!FLAGS_body_disable, netInputSize, outputSize, keypointScaleMode, FLAGS_num_gpu, FLAGS_num_gpu_start,
poseMode, netInputSize, outputSize, keypointScaleMode, FLAGS_num_gpu, FLAGS_num_gpu_start,
FLAGS_scale_number, (float)FLAGS_scale_gap, op::flagsToRenderMode(FLAGS_render_pose, multipleView),
poseModel, !FLAGS_disable_blending, (float)FLAGS_alpha_pose, (float)FLAGS_alpha_heatmap,
FLAGS_part_to_show, FLAGS_model_folder, heatMapTypes, heatMapScaleMode, FLAGS_part_candidates,
(float)FLAGS_render_threshold, FLAGS_number_people_max, FLAGS_maximize_positives, FLAGS_fps_max,
FLAGS_prototxt_path, FLAGS_caffemodel_path, enableGoogleLogging};
FLAGS_prototxt_path, FLAGS_caffemodel_path, (float)FLAGS_upsampling_ratio, enableGoogleLogging};
opWrapperT.configure(wrapperStructPose);
// Face configuration (use op::WrapperStructFace{} to disable it)
const op::WrapperStructFace wrapperStructFace{
+9 -8
View File
@@ -7,14 +7,15 @@ set(EXAMPLE_FILES
06_face_from_image.cpp
07_hand_from_image.cpp
08_heatmaps_from_image.cpp
09_asynchronous_custom_input.cpp
10_asynchronous_custom_output.cpp
11_asynchronous_custom_input_output_and_datum.cpp
12_synchronous_custom_input.cpp
13_synchronous_custom_preprocessing.cpp
14_synchronous_custom_postprocessing.cpp
15_synchronous_custom_output.cpp
16_synchronous_custom_all_and_datum.cpp)
09_keypoints_from_heatmaps.cpp
10_asynchronous_custom_input.cpp
11_asynchronous_custom_output.cpp
12_asynchronous_custom_input_output_and_datum.cpp
13_synchronous_custom_input.cpp
14_synchronous_custom_preprocessing.cpp
15_synchronous_custom_postprocessing.cpp
16_synchronous_custom_output.cpp
17_synchronous_custom_all_and_datum.cpp)
include(${CMAKE_SOURCE_DIR}/cmake/Utils.cmake)