Wrapper template simplified

This commit is contained in:
gineshidalgo99
2019-01-08 20:05:08 -05:00
parent fbee9b6524
commit ea771954ea
71 changed files with 576 additions and 540 deletions
@@ -13,7 +13,7 @@ DEFINE_string(image_path, "examples/media/COCO_val2014_000000000192.jpg",
"Process an image. Read all standard formats (jpg, png, bmp, etc.).");
// This worker will just read and return all the jpg files in a directory
void display(const std::shared_ptr<std::vector<op::Datum>>& datumsPtr)
void display(const std::shared_ptr<std::vector<std::shared_ptr<op::Datum>>>& datumsPtr)
{
// User's displaying/saving/other processing here
// datum.cvOutputData: rendered frame with pose or heatmaps
@@ -21,20 +21,20 @@ void display(const std::shared_ptr<std::vector<op::Datum>>& datumsPtr)
if (datumsPtr != nullptr && !datumsPtr->empty())
{
// Display image
cv::imshow("User worker GUI", datumsPtr->at(0).cvOutputData);
cv::imshow("User worker GUI", datumsPtr->at(0)->cvOutputData);
cv::waitKey(0);
}
else
op::log("Nullptr or empty datumsPtr found.", op::Priority::High);
}
void printKeypoints(const std::shared_ptr<std::vector<op::Datum>>& datumsPtr)
void printKeypoints(const std::shared_ptr<std::vector<std::shared_ptr<op::Datum>>>& datumsPtr)
{
// Example: How to use the pose keypoints
if (datumsPtr != nullptr && !datumsPtr->empty())
{
// Alternative 1
op::log("Body keypoints: " + datumsPtr->at(0).poseKeypoints.toString());
op::log("Body keypoints: " + datumsPtr->at(0)->poseKeypoints.toString());
// // Alternative 2
// op::log(datumsPtr->at(0).poseKeypoints);
@@ -13,7 +13,7 @@ DEFINE_string(image_path, "examples/media/COCO_val2014_000000000241.jpg",
"Process an image. Read all standard formats (jpg, png, bmp, etc.).");
// This worker will just read and return all the jpg files in a directory
void display(const std::shared_ptr<std::vector<op::Datum>>& datumsPtr)
void display(const std::shared_ptr<std::vector<std::shared_ptr<op::Datum>>>& datumsPtr)
{
// User's displaying/saving/other processing here
// datum.cvOutputData: rendered frame with pose or heatmaps
@@ -21,22 +21,22 @@ void display(const std::shared_ptr<std::vector<op::Datum>>& datumsPtr)
if (datumsPtr != nullptr && !datumsPtr->empty())
{
// Display image
cv::imshow("User worker GUI", datumsPtr->at(0).cvOutputData);
cv::imshow("User worker GUI", datumsPtr->at(0)->cvOutputData);
cv::waitKey(0);
}
else
op::log("Nullptr or empty datumsPtr found.", op::Priority::High);
}
void printKeypoints(const std::shared_ptr<std::vector<op::Datum>>& datumsPtr)
void printKeypoints(const std::shared_ptr<std::vector<std::shared_ptr<op::Datum>>>& datumsPtr)
{
// Example: How to use the pose keypoints
if (datumsPtr != nullptr && !datumsPtr->empty())
{
op::log("Body keypoints: " + datumsPtr->at(0).poseKeypoints.toString());
op::log("Face keypoints: " + datumsPtr->at(0).faceKeypoints.toString());
op::log("Left hand keypoints: " + datumsPtr->at(0).handKeypoints[0].toString());
op::log("Right hand keypoints: " + datumsPtr->at(0).handKeypoints[1].toString());
op::log("Body keypoints: " + datumsPtr->at(0)->poseKeypoints.toString());
op::log("Face keypoints: " + datumsPtr->at(0)->faceKeypoints.toString());
op::log("Left hand keypoints: " + datumsPtr->at(0)->handKeypoints[0].toString());
op::log("Right hand keypoints: " + datumsPtr->at(0)->handKeypoints[1].toString());
}
else
op::log("Nullptr or empty datumsPtr found.", op::Priority::High);
@@ -15,7 +15,7 @@ DEFINE_string(image_path, "examples/media/COCO_val2014_000000000294.jpg",
"Process an image. Read all standard formats (jpg, png, bmp, etc.).");
// This worker will just read and return all the jpg files in a directory
void display(const std::shared_ptr<std::vector<op::Datum>>& datumsPtr)
void display(const std::shared_ptr<std::vector<std::shared_ptr<op::Datum>>>& datumsPtr)
{
// User's displaying/saving/other processing here
// datum.cvOutputData: rendered frame with pose or heatmaps
@@ -23,22 +23,22 @@ void display(const std::shared_ptr<std::vector<op::Datum>>& datumsPtr)
if (datumsPtr != nullptr && !datumsPtr->empty())
{
// Display image
cv::imshow("User worker GUI", datumsPtr->at(0).cvOutputData);
cv::imshow("User worker GUI", datumsPtr->at(0)->cvOutputData);
cv::waitKey(0);
}
else
op::log("Nullptr or empty datumsPtr found.", op::Priority::High);
}
void printKeypoints(const std::shared_ptr<std::vector<op::Datum>>& datumsPtr)
void printKeypoints(const std::shared_ptr<std::vector<std::shared_ptr<op::Datum>>>& datumsPtr)
{
// Example: How to use the pose keypoints
if (datumsPtr != nullptr && !datumsPtr->empty())
{
op::log("Body keypoints: " + datumsPtr->at(0).poseKeypoints.toString());
op::log("Face keypoints: " + datumsPtr->at(0).faceKeypoints.toString());
op::log("Left hand keypoints: " + datumsPtr->at(0).handKeypoints[0].toString());
op::log("Right hand keypoints: " + datumsPtr->at(0).handKeypoints[1].toString());
op::log("Body keypoints: " + datumsPtr->at(0)->poseKeypoints.toString());
op::log("Face keypoints: " + datumsPtr->at(0)->faceKeypoints.toString());
op::log("Left hand keypoints: " + datumsPtr->at(0)->handKeypoints[0].toString());
op::log("Right hand keypoints: " + datumsPtr->at(0)->handKeypoints[1].toString());
}
else
op::log("Nullptr or empty datumsPtr found.", op::Priority::High);
@@ -29,7 +29,8 @@ DEFINE_string(image_dir, "examples/media/",
// If the user needs his own variables, he can inherit the op::Datum struct and add them in there.
// UserDatum can be directly used by the OpenPose wrapper because it inherits from op::Datum, just define
// WrapperT<std::vector<UserDatum>> instead of Wrapper (or equivalently WrapperT<std::vector<UserDatum>>)
// WrapperT<std::vector<std::shared_ptr<UserDatum>>> instead of Wrapper
// (or equivalently WrapperT<std::vector<std::shared_ptr<UserDatum>>>)
struct UserDatum : public op::Datum
{
bool boolThatUserNeedsForSomeReason;
@@ -58,7 +59,7 @@ public:
op::error("No images found on: " + directoryPath, __LINE__, __FUNCTION__, __FILE__);
}
std::shared_ptr<std::vector<UserDatum>> createDatum()
std::shared_ptr<std::vector<std::shared_ptr<UserDatum>>> createDatum()
{
// Close program when empty frame
if (mClosed || mImageFiles.size() <= mCounter)
@@ -72,15 +73,15 @@ public:
else // if (!mClosed)
{
// Create new datum
auto datumsPtr = std::make_shared<std::vector<UserDatum>>();
auto datumsPtr = std::make_shared<std::vector<std::shared_ptr<UserDatum>>>();
datumsPtr->emplace_back();
auto& datum = datumsPtr->at(0);
auto& datumPtr = datumsPtr->at(0);
// Fill datum
datum.cvInputData = cv::imread(mImageFiles.at(mCounter++));
datumPtr->cvInputData = cv::imread(mImageFiles.at(mCounter++));
// If empty frame -> return nullptr
if (datum.cvInputData.empty())
if (datumPtr->cvInputData.empty())
{
op::log("Empty frame detected on path: " + mImageFiles.at(mCounter-1) + ". Closing program.",
op::Priority::High);
@@ -107,15 +108,15 @@ private:
class UserOutputClass
{
public:
bool display(const std::shared_ptr<std::vector<UserDatum>>& datumsPtr)
bool display(const std::shared_ptr<std::vector<std::shared_ptr<UserDatum>>>& datumsPtr)
{
// User's displaying/saving/other processing here
// datum.cvOutputData: rendered frame with pose or heatmaps
// datum.poseKeypoints: Array<float> with the estimated pose
// datumPtr->cvOutputData: rendered frame with pose or heatmaps
// datumPtr->poseKeypoints: Array<float> with the estimated pose
char key = ' ';
if (datumsPtr != nullptr && !datumsPtr->empty())
{
cv::imshow("User worker GUI", datumsPtr->at(0).cvOutputData);
cv::imshow("User worker GUI", datumsPtr->at(0)->cvOutputData);
// Display image and sleeps at least 1 ms (it usually sleeps ~5-10 msec to display the image)
key = (char)cv::waitKey(1);
}
@@ -123,14 +124,14 @@ public:
op::log("Nullptr or empty datumsPtr found.", op::Priority::High, __LINE__, __FUNCTION__, __FILE__);
return (key == 27);
}
void printKeypoints(const std::shared_ptr<std::vector<UserDatum>>& datumsPtr)
void printKeypoints(const std::shared_ptr<std::vector<std::shared_ptr<UserDatum>>>& datumsPtr)
{
// Example: How to use the pose keypoints
if (datumsPtr != nullptr && !datumsPtr->empty())
{
op::log("\nKeypoints:");
// Accesing each element of the keypoints
const auto& poseKeypoints = datumsPtr->at(0).poseKeypoints;
const auto& poseKeypoints = datumsPtr->at(0)->poseKeypoints;
op::log("Person pose keypoints:");
for (auto person = 0 ; person < poseKeypoints.getSize(0) ; person++)
{
@@ -145,22 +146,22 @@ public:
}
op::log(" ");
// Alternative: just getting std::string equivalent
op::log("Face keypoints: " + datumsPtr->at(0).faceKeypoints.toString());
op::log("Left hand keypoints: " + datumsPtr->at(0).handKeypoints[0].toString());
op::log("Right hand keypoints: " + datumsPtr->at(0).handKeypoints[1].toString());
op::log("Face keypoints: " + datumsPtr->at(0)->faceKeypoints.toString());
op::log("Left hand keypoints: " + datumsPtr->at(0)->handKeypoints[0].toString());
op::log("Right hand keypoints: " + datumsPtr->at(0)->handKeypoints[1].toString());
// Heatmaps
const auto& poseHeatMaps = datumsPtr->at(0).poseHeatMaps;
const auto& poseHeatMaps = datumsPtr->at(0)->poseHeatMaps;
if (!poseHeatMaps.empty())
{
op::log("Pose heatmaps size: [" + std::to_string(poseHeatMaps.getSize(0)) + ", "
+ std::to_string(poseHeatMaps.getSize(1)) + ", "
+ std::to_string(poseHeatMaps.getSize(2)) + "]");
const auto& faceHeatMaps = datumsPtr->at(0).faceHeatMaps;
const auto& faceHeatMaps = datumsPtr->at(0)->faceHeatMaps;
op::log("Face heatmaps size: [" + std::to_string(faceHeatMaps.getSize(0)) + ", "
+ std::to_string(faceHeatMaps.getSize(1)) + ", "
+ std::to_string(faceHeatMaps.getSize(2)) + ", "
+ std::to_string(faceHeatMaps.getSize(3)) + "]");
const auto& handHeatMaps = datumsPtr->at(0).handHeatMaps;
const auto& handHeatMaps = datumsPtr->at(0)->handHeatMaps;
op::log("Left hand heatmaps size: [" + std::to_string(handHeatMaps[0].getSize(0)) + ", "
+ std::to_string(handHeatMaps[0].getSize(1)) + ", "
+ std::to_string(handHeatMaps[0].getSize(2)) + ", "
@@ -217,7 +218,7 @@ int tutorialApiCpp4()
// Configuring OpenPose
op::log("Configuring OpenPose...", op::Priority::High);
op::WrapperT<std::vector<UserDatum>> opWrapperT{op::ThreadManagerMode::Asynchronous};
op::WrapperT<UserDatum> opWrapperT{op::ThreadManagerMode::Asynchronous};
// Pose configuration (use WrapperStructPose{} for default and recommended configuration)
const op::WrapperStructPose wrapperStructPose{
!FLAGS_body_disable, netInputSize, outputSize, keypointScale, FLAGS_num_gpu, FLAGS_num_gpu_start,
@@ -271,7 +272,7 @@ int tutorialApiCpp4()
{
auto successfullyEmplaced = opWrapperT.waitAndEmplace(datumToProcess);
// Pop frame
std::shared_ptr<std::vector<UserDatum>> datumProcessed;
std::shared_ptr<std::vector<std::shared_ptr<UserDatum>>> datumProcessed;
if (successfullyEmplaced && opWrapperT.waitAndPop(datumProcessed))
{
userWantsToExit = userOutputClass.display(datumProcessed);
@@ -23,7 +23,8 @@
// If the user needs his own variables, he can inherit the op::Datum struct and add them in there.
// UserDatum can be directly used by the OpenPose wrapper because it inherits from op::Datum, just define
// WrapperT<std::vector<UserDatum>> instead of Wrapper (or equivalently WrapperT<std::vector<UserDatum>>)
// WrapperT<std::vector<std::shared_ptr<UserDatum>>> instead of Wrapper
// (or equivalently WrapperT<std::vector<std::shared_ptr<UserDatum>>>)
struct UserDatum : public op::Datum
{
bool boolThatUserNeedsForSomeReason;
@@ -41,15 +42,15 @@ struct UserDatum : public op::Datum
class UserOutputClass
{
public:
bool display(const std::shared_ptr<std::vector<UserDatum>>& datumsPtr)
bool display(const std::shared_ptr<std::vector<std::shared_ptr<UserDatum>>>& datumsPtr)
{
// User's displaying/saving/other processing here
// datum.cvOutputData: rendered frame with pose or heatmaps
// datum.poseKeypoints: Array<float> with the estimated pose
// datumPtr->cvOutputData: rendered frame with pose or heatmaps
// datumPtr->poseKeypoints: Array<float> with the estimated pose
char key = ' ';
if (datumsPtr != nullptr && !datumsPtr->empty())
{
cv::imshow("User worker GUI", datumsPtr->at(0).cvOutputData);
cv::imshow("User worker GUI", datumsPtr->at(0)->cvOutputData);
// Display image and sleeps at least 1 ms (it usually sleeps ~5-10 msec to display the image)
key = (char)cv::waitKey(1);
}
@@ -57,14 +58,14 @@ public:
op::log("Nullptr or empty datumsPtr found.", op::Priority::High, __LINE__, __FUNCTION__, __FILE__);
return (key == 27);
}
void printKeypoints(const std::shared_ptr<std::vector<UserDatum>>& datumsPtr)
void printKeypoints(const std::shared_ptr<std::vector<std::shared_ptr<UserDatum>>>& datumsPtr)
{
// Example: How to use the pose keypoints
if (datumsPtr != nullptr && !datumsPtr->empty())
{
op::log("\nKeypoints:");
// Accesing each element of the keypoints
const auto& poseKeypoints = datumsPtr->at(0).poseKeypoints;
const auto& poseKeypoints = datumsPtr->at(0)->poseKeypoints;
op::log("Person pose keypoints:");
for (auto person = 0 ; person < poseKeypoints.getSize(0) ; person++)
{
@@ -81,22 +82,22 @@ public:
}
op::log(" ");
// Alternative: just getting std::string equivalent
op::log("Face keypoints: " + datumsPtr->at(0).faceKeypoints.toString());
op::log("Left hand keypoints: " + datumsPtr->at(0).handKeypoints[0].toString());
op::log("Right hand keypoints: " + datumsPtr->at(0).handKeypoints[1].toString());
op::log("Face keypoints: " + datumsPtr->at(0)->faceKeypoints.toString());
op::log("Left hand keypoints: " + datumsPtr->at(0)->handKeypoints[0].toString());
op::log("Right hand keypoints: " + datumsPtr->at(0)->handKeypoints[1].toString());
// Heatmaps
const auto& poseHeatMaps = datumsPtr->at(0).poseHeatMaps;
const auto& poseHeatMaps = datumsPtr->at(0)->poseHeatMaps;
if (!poseHeatMaps.empty())
{
op::log("Pose heatmaps size: [" + std::to_string(poseHeatMaps.getSize(0)) + ", "
+ std::to_string(poseHeatMaps.getSize(1)) + ", "
+ std::to_string(poseHeatMaps.getSize(2)) + "]");
const auto& faceHeatMaps = datumsPtr->at(0).faceHeatMaps;
const auto& faceHeatMaps = datumsPtr->at(0)->faceHeatMaps;
op::log("Face heatmaps size: [" + std::to_string(faceHeatMaps.getSize(0)) + ", "
+ std::to_string(faceHeatMaps.getSize(1)) + ", "
+ std::to_string(faceHeatMaps.getSize(2)) + ", "
+ std::to_string(faceHeatMaps.getSize(3)) + "]");
const auto& handHeatMaps = datumsPtr->at(0).handHeatMaps;
const auto& handHeatMaps = datumsPtr->at(0)->handHeatMaps;
op::log("Left hand heatmaps size: [" + std::to_string(handHeatMaps[0].getSize(0)) + ", "
+ std::to_string(handHeatMaps[0].getSize(1)) + ", "
+ std::to_string(handHeatMaps[0].getSize(2)) + ", "
@@ -160,7 +161,7 @@ int tutorialApiCpp5()
// Configuring OpenPose
op::log("Configuring OpenPose...", op::Priority::High);
op::WrapperT<std::vector<UserDatum>> opWrapperT{op::ThreadManagerMode::AsynchronousOut};
op::WrapperT<UserDatum> opWrapperT{op::ThreadManagerMode::AsynchronousOut};
// Pose configuration (use WrapperStructPose{} for default and recommended configuration)
const op::WrapperStructPose wrapperStructPose{
!FLAGS_body_disable, netInputSize, outputSize, keypointScale, FLAGS_num_gpu, FLAGS_num_gpu_start,
@@ -214,7 +215,7 @@ int tutorialApiCpp5()
while (!userWantsToExit)
{
// Pop frame
std::shared_ptr<std::vector<UserDatum>> datumProcessed;
std::shared_ptr<std::vector<std::shared_ptr<UserDatum>>> datumProcessed;
if (opWrapperT.waitAndPop(datumProcessed))
{
userWantsToExit = userOutputClass.display(datumProcessed);;
@@ -23,7 +23,8 @@
// If the user needs his own variables, he can inherit the op::Datum struct and add them in there.
// UserDatum can be directly used by the OpenPose wrapper because it inherits from op::Datum, just define
// WrapperT<std::vector<UserDatum>> instead of Wrapper (or equivalently WrapperT<std::vector<UserDatum>>)
// WrapperT<std::vector<std::shared_ptr<UserDatum>>> instead of Wrapper
// (or equivalently WrapperT<std::vector<std::shared_ptr<UserDatum>>>)
struct UserDatum : public op::Datum
{
bool boolThatUserNeedsForSomeReason;
@@ -38,7 +39,7 @@ struct UserDatum : public op::Datum
// in this case we assume a std::shared_ptr of a std::vector of UserDatum
// This worker will just invert the image
class WUserPostProcessing : public op::Worker<std::shared_ptr<std::vector<UserDatum>>>
class WUserPostProcessing : public op::Worker<std::shared_ptr<std::vector<std::shared_ptr<UserDatum>>>>
{
public:
WUserPostProcessing()
@@ -48,16 +49,16 @@ public:
void initializationOnThread() {}
void work(std::shared_ptr<std::vector<UserDatum>>& datumsPtr)
void work(std::shared_ptr<std::vector<std::shared_ptr<UserDatum>>>& datumsPtr)
{
// User's post-processing (after OpenPose processing & before OpenPose outputs) here
// datum.cvOutputData: rendered frame with pose or heatmaps
// datum.poseKeypoints: Array<float> with the estimated pose
// datumPtr->cvOutputData: rendered frame with pose or heatmaps
// datumPtr->poseKeypoints: Array<float> with the estimated pose
try
{
if (datumsPtr != nullptr && !datumsPtr->empty())
for (auto& datum : *datumsPtr)
cv::bitwise_not(datum.cvOutputData, datum.cvOutputData);
for (auto& datumPtr : *datumsPtr)
cv::bitwise_not(datumPtr->cvOutputData, datumPtr->cvOutputData);
}
catch (const std::exception& e)
{
@@ -120,7 +121,7 @@ int tutorialApiCpp6()
// OpenPose wrapper
op::log("Configuring OpenPose...", op::Priority::High);
op::WrapperT<std::vector<UserDatum>> opWrapperT;
op::WrapperT<UserDatum> opWrapperT;
// Initializing the user custom classes
// Processing
@@ -29,7 +29,8 @@ DEFINE_string(image_dir, "examples/media/",
// If the user needs his own variables, he can inherit the op::Datum struct and add them in there.
// UserDatum can be directly used by the OpenPose wrapper because it inherits from op::Datum, just define
// WrapperT<std::vector<UserDatum>> instead of Wrapper (or equivalently WrapperT<std::vector<UserDatum>>)
// WrapperT<std::vector<std::shared_ptr<UserDatum>>> instead of Wrapper
// (or equivalently WrapperT<std::vector<std::shared_ptr<UserDatum>>>)
struct UserDatum : public op::Datum
{
bool boolThatUserNeedsForSomeReason;
@@ -44,7 +45,7 @@ struct UserDatum : public op::Datum
// in this case we assume a std::shared_ptr of a std::vector of UserDatum
// This worker will just read and return all the jpg files in a directory
class WUserInput : public op::WorkerProducer<std::shared_ptr<std::vector<UserDatum>>>
class WUserInput : public op::WorkerProducer<std::shared_ptr<std::vector<std::shared_ptr<UserDatum>>>>
{
public:
WUserInput(const std::string& directoryPath) :
@@ -59,7 +60,7 @@ public:
void initializationOnThread() {}
std::shared_ptr<std::vector<UserDatum>> workProducer()
std::shared_ptr<std::vector<std::shared_ptr<UserDatum>>> workProducer()
{
try
{
@@ -76,15 +77,15 @@ public:
else
{
// Create new datum
auto datumsPtr = std::make_shared<std::vector<UserDatum>>();
auto datumsPtr = std::make_shared<std::vector<std::shared_ptr<UserDatum>>>();
datumsPtr->emplace_back();
auto& datum = datumsPtr->at(0);
auto& datumPtr = datumsPtr->at(0);
// Fill datum
datum.cvInputData = cv::imread(mImageFiles.at(mCounter++));
datumPtr->cvInputData = cv::imread(mImageFiles.at(mCounter++));
// If empty frame -> return nullptr
if (datum.cvInputData.empty())
if (datumPtr->cvInputData.empty())
{
op::log("Empty frame detected on path: " + mImageFiles.at(mCounter-1) + ". Closing program.",
op::Priority::High);
@@ -155,7 +156,7 @@ int tutorialApiCpp7()
// OpenPose wrapper
op::log("Configuring OpenPose...", op::Priority::High);
op::WrapperT<std::vector<UserDatum>> opWrapperT;
op::WrapperT<UserDatum> opWrapperT;
// Initializing the user custom classes
// Frames producer (e.g., video, webcam, ...)
@@ -24,7 +24,8 @@
// If the user needs his own variables, he can inherit the op::Datum struct and add them in there.
// UserDatum can be directly used by the OpenPose wrapper because it inherits from op::Datum, just define
// WrapperT<std::vector<UserDatum>> instead of Wrapper (or equivalently WrapperT<std::vector<UserDatum>>)
// WrapperT<std::vector<std::shared_ptr<UserDatum>>> instead of Wrapper
// (or equivalently WrapperT<std::vector<std::shared_ptr<UserDatum>>>)
struct UserDatum : public op::Datum
{
bool boolThatUserNeedsForSomeReason;
@@ -39,24 +40,24 @@ struct UserDatum : public op::Datum
// in this case we assume a std::shared_ptr of a std::vector of UserDatum
// This worker will just read and return all the jpg files in a directory
class WUserOutput : public op::WorkerConsumer<std::shared_ptr<std::vector<UserDatum>>>
class WUserOutput : public op::WorkerConsumer<std::shared_ptr<std::vector<std::shared_ptr<UserDatum>>>>
{
public:
void initializationOnThread() {}
void workConsumer(const std::shared_ptr<std::vector<UserDatum>>& datumsPtr)
void workConsumer(const std::shared_ptr<std::vector<std::shared_ptr<UserDatum>>>& 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
// datumPtr->cvOutputData: rendered frame with pose or heatmaps
// datumPtr->poseKeypoints: Array<float> with the estimated pose
if (datumsPtr != nullptr && !datumsPtr->empty())
{
// Show in command line the resulting pose keypoints for body, face and hands
op::log("\nKeypoints:");
// Accesing each element of the keypoints
const auto& poseKeypoints = datumsPtr->at(0).poseKeypoints;
const auto& poseKeypoints = datumsPtr->at(0)->poseKeypoints;
op::log("Person pose keypoints:");
for (auto person = 0 ; person < poseKeypoints.getSize(0) ; person++)
{
@@ -73,22 +74,22 @@ public:
}
op::log(" ");
// Alternative: just getting std::string equivalent
op::log("Face keypoints: " + datumsPtr->at(0).faceKeypoints.toString());
op::log("Left hand keypoints: " + datumsPtr->at(0).handKeypoints[0].toString());
op::log("Right hand keypoints: " + datumsPtr->at(0).handKeypoints[1].toString());
op::log("Face keypoints: " + datumsPtr->at(0)->faceKeypoints.toString());
op::log("Left hand keypoints: " + datumsPtr->at(0)->handKeypoints[0].toString());
op::log("Right hand keypoints: " + datumsPtr->at(0)->handKeypoints[1].toString());
// Heatmaps
const auto& poseHeatMaps = datumsPtr->at(0).poseHeatMaps;
const auto& poseHeatMaps = datumsPtr->at(0)->poseHeatMaps;
if (!poseHeatMaps.empty())
{
op::log("Pose heatmaps size: [" + std::to_string(poseHeatMaps.getSize(0)) + ", "
+ std::to_string(poseHeatMaps.getSize(1)) + ", "
+ std::to_string(poseHeatMaps.getSize(2)) + "]");
const auto& faceHeatMaps = datumsPtr->at(0).faceHeatMaps;
const auto& faceHeatMaps = datumsPtr->at(0)->faceHeatMaps;
op::log("Face heatmaps size: [" + std::to_string(faceHeatMaps.getSize(0)) + ", "
+ std::to_string(faceHeatMaps.getSize(1)) + ", "
+ std::to_string(faceHeatMaps.getSize(2)) + ", "
+ std::to_string(faceHeatMaps.getSize(3)) + "]");
const auto& handHeatMaps = datumsPtr->at(0).handHeatMaps;
const auto& handHeatMaps = datumsPtr->at(0)->handHeatMaps;
op::log("Left hand heatmaps size: [" + std::to_string(handHeatMaps[0].getSize(0)) + ", "
+ std::to_string(handHeatMaps[0].getSize(1)) + ", "
+ std::to_string(handHeatMaps[0].getSize(2)) + ", "
@@ -100,7 +101,7 @@ public:
}
// Display rendered output image
cv::imshow("User worker GUI", datumsPtr->at(0).cvOutputData);
cv::imshow("User worker GUI", datumsPtr->at(0)->cvOutputData);
// Display image and sleeps at least 1 ms (it usually sleeps ~5-10 msec to display the image)
const char key = (char)cv::waitKey(1);
if (key == 27)
@@ -168,7 +169,7 @@ int tutorialApiCpp8()
// OpenPose wrapper
op::log("Configuring OpenPose...", op::Priority::High);
op::WrapperT<std::vector<UserDatum>> opWrapperT;
op::WrapperT<UserDatum> opWrapperT;
// Initializing the user custom classes
// GUI (Display)
@@ -29,7 +29,8 @@ DEFINE_string(image_dir, "examples/media/",
// If the user needs his own variables, he can inherit the op::Datum struct and add them in there.
// UserDatum can be directly used by the OpenPose wrapper because it inherits from op::Datum, just define
// WrapperT<std::vector<UserDatum>> instead of Wrapper (or equivalently WrapperT<std::vector<UserDatum>>)
// WrapperT<std::vector<std::shared_ptr<UserDatum>>> instead of Wrapper
// (or equivalently WrapperT<std::vector<std::shared_ptr<UserDatum>>>)
struct UserDatum : public op::Datum
{
bool boolThatUserNeedsForSomeReason;
@@ -44,7 +45,7 @@ struct UserDatum : public op::Datum
// in this case we assume a std::shared_ptr of a std::vector of UserDatum
// This worker will just read and return all the jpg files in a directory
class WUserInput : public op::WorkerProducer<std::shared_ptr<std::vector<UserDatum>>>
class WUserInput : public op::WorkerProducer<std::shared_ptr<std::vector<std::shared_ptr<UserDatum>>>>
{
public:
WUserInput(const std::string& directoryPath) :
@@ -59,7 +60,7 @@ public:
void initializationOnThread() {}
std::shared_ptr<std::vector<UserDatum>> workProducer()
std::shared_ptr<std::vector<std::shared_ptr<UserDatum>>> workProducer()
{
try
{
@@ -76,15 +77,15 @@ public:
else
{
// Create new datum
auto datumsPtr = std::make_shared<std::vector<UserDatum>>();
auto datumsPtr = std::make_shared<std::vector<std::shared_ptr<UserDatum>>>();
datumsPtr->emplace_back();
auto& datum = datumsPtr->at(0);
auto& datumPtr = datumsPtr->at(0);
// Fill datum
datum.cvInputData = cv::imread(mImageFiles.at(mCounter++));
datumPtr->cvInputData = cv::imread(mImageFiles.at(mCounter++));
// If empty frame -> return nullptr
if (datum.cvInputData.empty())
if (datumPtr->cvInputData.empty())
{
op::log("Empty frame detected on path: " + mImageFiles.at(mCounter-1) + ". Closing program.",
op::Priority::High);
@@ -109,7 +110,7 @@ private:
};
// This worker will just invert the image
class WUserPostProcessing : public op::Worker<std::shared_ptr<std::vector<UserDatum>>>
class WUserPostProcessing : public op::Worker<std::shared_ptr<std::vector<std::shared_ptr<UserDatum>>>>
{
public:
WUserPostProcessing()
@@ -119,16 +120,16 @@ public:
void initializationOnThread() {}
void work(std::shared_ptr<std::vector<UserDatum>>& datumsPtr)
void work(std::shared_ptr<std::vector<std::shared_ptr<UserDatum>>>& datumsPtr)
{
// User's post-processing (after OpenPose processing & before OpenPose outputs) here
// datum.cvOutputData: rendered frame with pose or heatmaps
// datum.poseKeypoints: Array<float> with the estimated pose
// datumPtr->cvOutputData: rendered frame with pose or heatmaps
// datumPtr->poseKeypoints: Array<float> with the estimated pose
try
{
if (datumsPtr != nullptr && !datumsPtr->empty())
for (auto& datum : *datumsPtr)
cv::bitwise_not(datum.cvOutputData, datum.cvOutputData);
for (auto& datumPtr : *datumsPtr)
cv::bitwise_not(datumPtr->cvOutputData, datumPtr->cvOutputData);
}
catch (const std::exception& e)
{
@@ -139,24 +140,24 @@ public:
};
// This worker will just read and return all the jpg files in a directory
class WUserOutput : public op::WorkerConsumer<std::shared_ptr<std::vector<UserDatum>>>
class WUserOutput : public op::WorkerConsumer<std::shared_ptr<std::vector<std::shared_ptr<UserDatum>>>>
{
public:
void initializationOnThread() {}
void workConsumer(const std::shared_ptr<std::vector<UserDatum>>& datumsPtr)
void workConsumer(const std::shared_ptr<std::vector<std::shared_ptr<UserDatum>>>& 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
// datumPtr->cvOutputData: rendered frame with pose or heatmaps
// datumPtr->poseKeypoints: Array<float> with the estimated pose
if (datumsPtr != nullptr && !datumsPtr->empty())
{
// Show in command line the resulting pose keypoints for body, face and hands
op::log("\nKeypoints:");
// Accesing each element of the keypoints
const auto& poseKeypoints = datumsPtr->at(0).poseKeypoints;
const auto& poseKeypoints = datumsPtr->at(0)->poseKeypoints;
op::log("Person pose keypoints:");
for (auto person = 0 ; person < poseKeypoints.getSize(0) ; person++)
{
@@ -173,22 +174,22 @@ public:
}
op::log(" ");
// Alternative: just getting std::string equivalent
op::log("Face keypoints: " + datumsPtr->at(0).faceKeypoints.toString());
op::log("Left hand keypoints: " + datumsPtr->at(0).handKeypoints[0].toString());
op::log("Right hand keypoints: " + datumsPtr->at(0).handKeypoints[1].toString());
op::log("Face keypoints: " + datumsPtr->at(0)->faceKeypoints.toString());
op::log("Left hand keypoints: " + datumsPtr->at(0)->handKeypoints[0].toString());
op::log("Right hand keypoints: " + datumsPtr->at(0)->handKeypoints[1].toString());
// Heatmaps
const auto& poseHeatMaps = datumsPtr->at(0).poseHeatMaps;
const auto& poseHeatMaps = datumsPtr->at(0)->poseHeatMaps;
if (!poseHeatMaps.empty())
{
op::log("Pose heatmaps size: [" + std::to_string(poseHeatMaps.getSize(0)) + ", "
+ std::to_string(poseHeatMaps.getSize(1)) + ", "
+ std::to_string(poseHeatMaps.getSize(2)) + "]");
const auto& faceHeatMaps = datumsPtr->at(0).faceHeatMaps;
const auto& faceHeatMaps = datumsPtr->at(0)->faceHeatMaps;
op::log("Face heatmaps size: [" + std::to_string(faceHeatMaps.getSize(0)) + ", "
+ std::to_string(faceHeatMaps.getSize(1)) + ", "
+ std::to_string(faceHeatMaps.getSize(2)) + ", "
+ std::to_string(faceHeatMaps.getSize(3)) + "]");
const auto& handHeatMaps = datumsPtr->at(0).handHeatMaps;
const auto& handHeatMaps = datumsPtr->at(0)->handHeatMaps;
op::log("Left hand heatmaps size: [" + std::to_string(handHeatMaps[0].getSize(0)) + ", "
+ std::to_string(handHeatMaps[0].getSize(1)) + ", "
+ std::to_string(handHeatMaps[0].getSize(2)) + ", "
@@ -200,7 +201,7 @@ public:
}
// Display rendered output image
cv::imshow("User worker GUI", datumsPtr->at(0).cvOutputData);
cv::imshow("User worker GUI", datumsPtr->at(0)->cvOutputData);
// Display image and sleeps at least 1 ms (it usually sleeps ~5-10 msec to display the image)
const char key = (char)cv::waitKey(1);
if (key == 27)
@@ -264,7 +265,7 @@ int tutorialApiCpp9()
// OpenPose wrapper
op::log("Configuring OpenPose...", op::Priority::High);
op::WrapperT<std::vector<UserDatum>> opWrapperT;
op::WrapperT<UserDatum> opWrapperT;
// Add custom input
const auto workerInputOnNewThread = false;
opWrapperT.setWorker(op::WorkerType::Input, wUserInput, workerInputOnNewThread);