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// Copyright (C) 2017, Tadas Baltrusaitis, all rights reserved.
//
// ACADEMIC OR NON-PROFIT ORGANIZATION NONCOMMERCIAL RESEARCH USE ONLY
//
// BY USING OR DOWNLOADING THE SOFTWARE, YOU ARE AGREEING TO THE TERMS OF THIS LICENSE AGREEMENT.
// IF YOU DO NOT AGREE WITH THESE TERMS, YOU MAY NOT USE OR DOWNLOAD THE SOFTWARE.
//
// License can be found in OpenFace-license.txt
//
// * Any publications arising from the use of this software, including but
// not limited to academic journal and conference publications, technical
// reports and manuals, must cite at least one of the following works:
//
// OpenFace 2.0: Facial Behavior Analysis Toolkit
// Tadas Baltrušaitis, Amir Zadeh, Yao Chong Lim, and Louis-Philippe Morency
// in IEEE International Conference on Automatic Face and Gesture Recognition, 2018
//
// Convolutional experts constrained local model for facial landmark detection.
// A. Zadeh, T. Baltrušaitis, and Louis-Philippe Morency,
// in Computer Vision and Pattern Recognition Workshops, 2017.
//
// Rendering of Eyes for Eye-Shape Registration and Gaze Estimation
// Erroll Wood, Tadas Baltrušaitis, Xucong Zhang, Yusuke Sugano, Peter Robinson, and Andreas Bulling
// in IEEE International. Conference on Computer Vision (ICCV), 2015
//
// Cross-dataset learning and person-specific normalisation for automatic Action Unit detection
// Tadas Baltrušaitis, Marwa Mahmoud, and Peter Robinson
// in Facial Expression Recognition and Analysis Challenge,
// IEEE International Conference on Automatic Face and Gesture Recognition, 2015
//
///////////////////////////////////////////////////////////////////////////////
#include "stdafx_ut.h"
#include "SequenceCapture.h"
#include "ImageManipulationHelpers.h"
using namespace Utilities;
#define INFO_STREAM( stream ) \
std::cout << stream << std::endl
#define WARN_STREAM( stream ) \
std::cout << "Warning: " << stream << std::endl
#define ERROR_STREAM( stream ) \
std::cout << "Error: " << stream << std::endl
bool SequenceCapture::Open(std::vector<std::string>& arguments)
{
// Consuming the input arguments
bool* valid = new bool[arguments.size()];
for (size_t i = 0; i < arguments.size(); ++i)
{
valid[i] = true;
}
// Some default values
std::string input_root = "";
fx = -1; fy = -1; cx = -1; cy = -1;
std::string separator = std::string(1, fs::path::preferred_separator);
// First check if there is a root argument (so that videos and input directories could be defined more easily)
for (size_t i = 0; i < arguments.size(); ++i)
{
if (arguments[i].compare("-root") == 0)
{
input_root = arguments[i + 1] + separator;
i++;
}
if (arguments[i].compare("-inroot") == 0)
{
input_root = arguments[i + 1] + separator;
i++;
}
}
std::string input_video_file;
std::string input_sequence_directory;
int device = -1;
int cam_width = 640;
int cam_height = 480;
bool file_found = false;
for (size_t i = 0; i < arguments.size(); ++i)
{
if (!file_found && arguments[i].compare("-f") == 0)
{
input_video_file = (input_root + arguments[i + 1]);
valid[i] = false;
valid[i + 1] = false;
i++;
file_found = true;
}
else if (!file_found && arguments[i].compare("-fdir") == 0)
{
input_sequence_directory = (input_root + arguments[i + 1]);
valid[i] = false;
valid[i + 1] = false;
i++;
file_found = true;
}
else if (arguments[i].compare("-fx") == 0)
{
std::stringstream data(arguments[i + 1]);
data >> fx;
i++;
}
else if (arguments[i].compare("-fy") == 0)
{
std::stringstream data(arguments[i + 1]);
data >> fy;
i++;
}
else if (arguments[i].compare("-cx") == 0)
{
std::stringstream data(arguments[i + 1]);
data >> cx;
i++;
}
else if (arguments[i].compare("-cy") == 0)
{
std::stringstream data(arguments[i + 1]);
data >> cy;
i++;
}
else if (arguments[i].compare("-device") == 0)
{
std::stringstream data(arguments[i + 1]);
data >> device;
valid[i] = false;
valid[i + 1] = false;
i++;
}
else if (arguments[i].compare("-cam_width") == 0)
{
std::stringstream data(arguments[i + 1]);
data >> cam_width;
valid[i] = false;
valid[i + 1] = false;
i++;
}
else if (arguments[i].compare("-cam_height") == 0)
{
std::stringstream data(arguments[i + 1]);
data >> cam_height;
valid[i] = false;
valid[i + 1] = false;
i++;
}
}
for (int i = (int)arguments.size() - 1; i >= 0; --i)
{
if (!valid[i])
{
arguments.erase(arguments.begin() + i);
}
}
no_input_specified = !file_found;
// Based on what was read in open the sequence
if (device != -1)
{
return OpenWebcam(device, cam_width, cam_height, fx, fy, cx, cy);
}
if (!input_video_file.empty())
{
return OpenVideoFile(input_video_file, fx, fy, cx, cy);
}
if (!input_sequence_directory.empty())
{
return OpenImageSequence(input_sequence_directory, fx, fy, cx, cy);
}
// If no input found return false and set a flag for it
no_input_specified = true;
return false;
}
// Get current date/time, format is YYYY-MM-DD.HH:mm, useful for saving data from webcam
const std::string currentDateTime()
{
time_t rawtime;
struct tm * timeinfo;
char buffer[80];
time(&rawtime);
timeinfo = localtime(&rawtime);
strftime(buffer, sizeof(buffer), "%Y-%m-%d-%H-%M", timeinfo);
return buffer;
}
bool SequenceCapture::OpenWebcam(int device, int image_width, int image_height, float fx, float fy, float cx, float cy)
{
INFO_STREAM("Attempting to read from webcam: " << device);
no_input_specified = false;
frame_num = 0;
time_stamp = 0;
if (device < 0)
{
std::cout << "Specify a valid device" << std::endl;
return false;
}
latest_frame = cv::Mat();
latest_gray_frame = cv::Mat();
capture.open(device);
capture.set(cv::CAP_PROP_FRAME_WIDTH, image_width);
capture.set(cv::CAP_PROP_FRAME_HEIGHT, image_height);
is_webcam = true;
is_image_seq = false;
vid_length = 0;
this->frame_width = (int)capture.get(cv::CAP_PROP_FRAME_WIDTH);
this->frame_height = (int)capture.get(cv::CAP_PROP_FRAME_HEIGHT);
if (!capture.isOpened())
{
std::cout << "Failed to open the webcam" << std::endl;
return false;
}
if (frame_width != image_width || frame_height != image_height)
{
std::cout << "Failed to open the webcam with desired resolution" << std::endl;
std::cout << "Defaulting to " << frame_width << "x" << frame_height << std::endl;
}
this->fps = capture.get(cv::CAP_PROP_FPS);
// Check if fps is nan or less than 0
if (fps != fps || fps <= 0)
{
INFO_STREAM("FPS of the webcam cannot be determined, assuming 30");
fps = 30;
}
SetCameraIntrinsics(fx, fy, cx, cy);
std::string time = currentDateTime();
this->name = "webcam_" + time;
start_time = cv::getTickCount();
capturing = true;
return true;
}
void SequenceCapture::Close()
{
// Close the capturing threads
capturing = false;
// If the queue is full it will be blocked, so need to empty it
while (!capture_queue.empty())
{
capture_queue.pop();
}
if (capture_thread.joinable())
capture_thread.join();
// Release the capture objects
if (capture.isOpened())
capture.release();
}
// Destructor that releases the capture
SequenceCapture::~SequenceCapture()
{
Close();
}
bool SequenceCapture::OpenVideoFile(std::string video_file, float fx, float fy, float cx, float cy)
{
INFO_STREAM("Attempting to read from file: " << video_file);
no_input_specified = false;
frame_num = 0;
time_stamp = 0;
latest_frame = cv::Mat();
latest_gray_frame = cv::Mat();
capture.open(video_file);
if (!capture.isOpened())
{
std::cout << "Failed to open the video file at location: " << video_file << std::endl;
return false;
}
this->fps = capture.get(cv::CAP_PROP_FPS);
// Check if fps is nan or less than 0
if (fps != fps || fps <= 0)
{
WARN_STREAM("FPS of the video file cannot be determined, assuming 30");
fps = 30;
}
is_webcam = false;
is_image_seq = false;
this->frame_width = (int)capture.get(cv::CAP_PROP_FRAME_WIDTH);
this->frame_height = (int)capture.get(cv::CAP_PROP_FRAME_HEIGHT);
vid_length = (int)capture.get(cv::CAP_PROP_FRAME_COUNT);
SetCameraIntrinsics(fx, fy, cx, cy);
this->name = video_file;
capturing = true;
capture_thread = std::thread(&SequenceCapture::CaptureThread, this);
return true;
}
bool SequenceCapture::OpenImageSequence(std::string directory, float fx, float fy, float cx, float cy)
{
INFO_STREAM("Attempting to read from directory: " << directory);
no_input_specified = false;
frame_num = 0;
time_stamp = 0;
image_files.clear();
fs::path image_directory(directory);
if (!fs::exists(image_directory))
{
std::cout << "Provided directory does not exist: " << directory << std::endl;
return false;
}
std::vector<fs::path> file_in_directory;
copy(fs::directory_iterator(image_directory), fs::directory_iterator(), back_inserter(file_in_directory));
// Sort the images in the directory first
sort(file_in_directory.begin(), file_in_directory.end());
std::vector<std::string> curr_dir_files;
for (std::vector<fs::path>::const_iterator file_iterator(file_in_directory.begin()); file_iterator != file_in_directory.end(); ++file_iterator)
{
// Possible image extension .jpg and .png
if (file_iterator->extension().string().compare(".jpg") == 0 || file_iterator->extension().string().compare(".jpeg") == 0 || file_iterator->extension().string().compare(".png") == 0 || file_iterator->extension().string().compare(".bmp") == 0)
{
curr_dir_files.push_back(file_iterator->string());
}
}
image_files = curr_dir_files;
if (image_files.empty())
{
std::cout << "No images found in the directory: " << directory << std::endl;
return false;
}
// Assume all images are same size in an image sequence
cv::Mat tmp = cv::imread(image_files[0], cv::IMREAD_COLOR);
this->frame_height = tmp.size().height;
this->frame_width = tmp.size().width;
SetCameraIntrinsics(fx, fy, cx, cy);
// No fps as we have a sequence
this->fps = 0;
this->name = directory;
is_webcam = false;
is_image_seq = true;
vid_length = image_files.size();
capturing = true;
capture_thread = std::thread(&SequenceCapture::CaptureThread, this);
return true;
}
void SequenceCapture::SetCameraIntrinsics(float fx, float fy, float cx, float cy)
{
// If optical centers are not defined just use center of image
if (cx == -1)
{
this->cx = this->frame_width / 2.0f;
this->cy = this->frame_height / 2.0f;
}
else
{
this->cx = cx;
this->cy = cy;
}
// Use a rough guess-timate of focal length
if (fx == -1)
{
this->fx = 500.0f * (this->frame_width / 640.0f);
this->fy = 500.0f * (this->frame_height / 480.0f);
this->fx = (this->fx + this->fy) / 2.0f;
this->fy = this->fx;
}
else
{
this->fx = fx;
this->fy = fy;
}
}
void SequenceCapture::CaptureThread()
{
int capacity = (CAPTURE_CAPACITY * 1024 * 1024) / (4 * frame_width * frame_height);
capture_queue.set_capacity(capacity);
int frame_num_int = 0;
while(capturing)
{
double timestamp_curr = 0;
cv::Mat tmp_frame;
cv::Mat_<uchar> tmp_gray_frame;
if (!is_image_seq)
{
bool success = capture.read(tmp_frame);
if (!success)
{
// Indicate lack of success by returning an empty image
tmp_frame = cv::Mat();
capturing = false;
}
// Recording the timestamp
timestamp_curr = frame_num_int * (1.0 / fps);
}
else if (is_image_seq)
{
if (image_files.empty() || frame_num_int >= (int)image_files.size())
{
// Indicate lack of success by returning an empty image
tmp_frame = cv::Mat();
capturing = false;
}
else
{
tmp_frame = cv::imread(image_files[frame_num_int], cv::IMREAD_COLOR);
}
timestamp_curr = 0;
}
frame_num_int++;
// Set the grayscale frame
ConvertToGrayscale_8bit(tmp_frame, tmp_gray_frame);
capture_queue.push(std::make_tuple(timestamp_curr, tmp_frame, tmp_gray_frame));
}
}
cv::Mat SequenceCapture::GetNextFrame()
{
if(!is_webcam)
{
std::tuple<double, cv::Mat, cv::Mat_<uchar> > data;
data = capture_queue.pop();
time_stamp = std::get<0>(data);
latest_frame = std::get<1>(data);
latest_gray_frame = std::get<2>(data);
}
else
{
// Webcam does not use the threaded interface
bool success = capture.read(latest_frame);
time_stamp = (cv::getTickCount() - start_time) / cv::getTickFrequency();
if (!success)
{
// Indicate lack of success by returning an empty image
latest_frame = cv::Mat();
}
ConvertToGrayscale_8bit(latest_frame, latest_gray_frame);
}
frame_num++;
return latest_frame;
}
double SequenceCapture::GetProgress()
{
if (is_webcam)
{
return -1.0;
}
else
{
return (double)frame_num / (double)vid_length;
}
}
bool SequenceCapture::IsOpened()
{
if (is_webcam || !is_image_seq)
return capture.isOpened();
else
return (image_files.size() > 0 && frame_num < image_files.size());
}
cv::Mat_<uchar> SequenceCapture::GetGrayFrame()
{
return latest_gray_frame;
}
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