void tracking_thread<Tnet>::execute() {
try {
// configuration
string cam_type = conf.get_string("camera");
int height = conf.get_int("input_height");
int width = conf.get_int("input_width");
bool save_video = conf.exists_bool("save_video");
bool display = conf.exists_bool("tracking_display");
// initialize camera (opencv, directory, shmem or video)
camera<ubyte> *cam = NULL;
if (!strcmp(cam_type.c_str(), "directory")) {
if (arg2) cam = new camera_directory<ubyte>(arg2, height,width);
else eblerror("expected 2nd argument");
} else if (!strcmp(cam_type.c_str(), "opencv"))
cam = new camera_opencv<ubyte>(-1, height, width);
#ifdef __LINUX__
else if (!strcmp(cam_type.c_str(), "v4l2"))
cam = new camera_v4l2<ubyte>(conf.get_cstring("device"), height, width);
#endif
else if (!strcmp(cam_type.c_str(), "shmem"))
cam = new camera_shmem<ubyte>("shared-mem", height, width);
else if (!strcmp(cam_type.c_str(), "video")) {
if (arg2)
cam = new camera_video<ubyte>
(arg2, height, width, conf.get_uint("input_video_sstep"),
conf.get_uint("input_video_max_duration"));
else eblerror("expected 2nd argument");
} else eblerror("unknown camera type");
if (save_video)
cam->start_recording();
// other variables
bool updated = false;
bbox *b = new bbox;
vector<bbox*> bb;
#ifdef __OPENCV__
IplImage *iplframe = NULL;
IplImage *ipltpl = NULL;
#endif
// main loop
while(!cam->empty()) {
try {
frame = cam->grab();
// send new frame to vision_thread and check if new data was output
dt.set_data(frame);
updated = dt.get_data(bb, detframe);
// update target position if vision thread ready
if (updated) {
// find bbox with max confidence
if (bb.size() > 0) {
double maxconf = -5.0;
uint maxi = 0;
for (uint i = 0; i < bb.size(); ++i)
if (bb[i]->confidence > maxconf) {
maxconf = bb[i]->confidence;
maxi = i;
}
// cout << "found bbox" << endl;
b = bb[maxi];
if (b) {
// update template
idx<ubyte> tmptpl = detframe.narrow(0, b->height, b->h0);
tmptpl = tmptpl.narrow(1, b->width, b->w0);
tpl = idx<ubyte>(tmptpl.get_idxdim());
idx_copy(tmptpl, tpl);
}
}
} else { // tracking (only when we didnt just receive an update)
#ifdef __OPENCV__
iplframe = idx_to_iplptr(frame);
ipltpl = idx_to_iplptr(tpl);
CvPoint minloc, maxloc;
double minval, maxval;
// vector<CvPoint> found;
// vector<double> confidences;
// FastMatchTemplate(*iplframe, *ipltpl, &found, &confidences, 1, false,
// 5, 1, 15);
// CvRect searchRoi;
// cvSetImageROI( searchImage, searchRoi );
// vector<CvPoint>::iterator p = found.begin();
// vector<double>::iterator c = confidences.begin();
// for ( ; p != found.end() && c != confidences.end(); ++p, ++c) {
// gui << at(p->x, p->y) << *c;
// }
IplImage *tm = cvCreateImage(cvSize(frame.dim(1) - tpl.dim(1) + 1,
frame.dim(0) - tpl.dim(0) + 1 ),
IPL_DEPTH_32F, 1 );
cvMatchTemplate(iplframe, ipltpl, tm, CV_TM_SQDIFF_NORMED);
cvMinMaxLoc(tm, &minval, &maxval, &minloc, &maxloc, 0);
// gui << at(minloc.y, minloc.x) << "M";
b->class_id = -42; // tell that this bbox is result of tracking
b->h0 = minloc.y;
b->w0 = minloc.x;
// cout << "maxloc h: " << maxloc.y << " w: " << maxloc.x << " minloc h:" << minloc.y << " w: " << minloc.x << endl;
#endif
}
// make a copy of found bounding boxes
copy_bboxes(bb);
// switch 'updated' flag on to warn we just added new data
set_out_updated();
// display
if (display)
draw(b);
} catch (string &err) {
cerr << err << endl;
}
}
if (save_video)
cam->stop_recording(conf.exists_bool("use_original_fps") ?
cam->fps() : conf.get_uint("save_video_fps"));
if (cam) delete cam;
} catch(string &err) { eblerror(err.c_str()); }
}
void detection_thread<T>::execute() {
try {
bool display = false;
#ifdef __GUI__
display = conf.exists_true("display")
&& conf.exists_true("display_threads");
bool mindisplay = conf.exists_true("minimal_display");
bool save_video = conf.exists_true("save_video");
bool display_states = conf.exists_true("display_states");
uint wid = 0; // window id
uint wid_states = 0; // window id
#endif
uint display_sleep = conf.try_get_uint("display_sleep", 0);
// if (!display && save_video) {
// // we still want to output images but not show them
// display = true;
// #ifdef __GUI__
// set_gui_silent();
// #endif
// }
// load network and weights in a forward-only parameter
parameter<T> theparam;
theparam.set_forward_only();
idx<ubyte> classes(1,1);
//try { // try loading classes names but do not stop upon failure
load_matrix<ubyte>(classes, conf.get_cstring("classes"));
// } catch(std::string &err) {
// merr << "warning: " << err;
// merr << std::endl;
// }
std::vector<std::string> sclasses = ubyteidx_to_stringvector(classes);
answer_module<T> *ans = create_answer<T,T,T>(conf, classes.dim(0));
uint noutputs = ans->get_nfeatures();
intg thick = -1;
module_1_1<T> *net = create_network<T>(theparam, conf, thick, noutputs,
"arch", this->_id);
// loading weights
if (conf.exists("weights")) { // manual weights
// concatenate weights if multiple ones
std::vector<std::string> w =
string_to_stringvector(conf.get_string("weights"));
mout << "Loading weights from: " << w << std::endl;
theparam.load_x(w);
// permute weights by blocks
if (conf.exists("weights_permutation")) {
std::string sblocks = conf.get_string("weights_blocks");
std::string spermut = conf.get_string("weights_permutation");
std::vector<intg> blocks = string_to_intgvector(sblocks.c_str());
std::vector<uint> permut = string_to_uintvector(spermut.c_str());
theparam.permute_x(blocks, permut);
}
} else {
if (conf.exists_true("manual_load")) { // manual load
eblwarn("\"weights\" variable not defined, loading manually "
<< "if manual_load defined");
manually_load_network(*((layers<T>*)net), conf);
} else { // random weights
int seed = dynamic_init_drand();
eblwarn("No weights to load, randomizing weights with seed " << seed);
forget_param_linear fgp(1, 0.5, seed);
net->forget(fgp);
}
}
DEBUGMEM_PRETTY("before detection");
// detector
detector<T> detect(*net, sclasses, ans, NULL, NULL, mout, merr);
init_detector(detect, conf, outdir, silent);
// keep pointer to detector
pdetect = &detect;
bootstrapping<T> boot(conf);
// when a bbox file is given, ignore the processing, load the pre-computed
// bboxes and feed them to the nms (non-maximum suppression).
bboxes boxes(bbox_all, NULL, mout, merr);
boxes.print_saving_type(); // inform user how we save boxes
bool precomputed_boxes = false;
if (conf.exists("bbox_file")) {
precomputed_boxes = true;
std::string bbfile = conf.get_string("bbox_file");
boxes.load_eblearn(bbfile);
}
bool bmask_class = false;
if (conf.exists("mask_class"))
bmask_class = detect.set_mask_class(conf.get_cstring("mask_class"));
std::string viddir = outdir;
viddir += "video/";
mkdir_full(viddir);
// gui
#ifdef __GUI__
uint display_wmax = conf.try_get_uint("display_max_width", 3000);
T display_min = (T) conf.try_get_double("display_min", -1.7);
T display_max = (T) conf.try_get_double("display_max", 1.7);
T display_in_max = (T) conf.try_get_double("display_in_max", 255);
T display_in_min = (T) conf.try_get_double("display_in_min", 0);
float display_transp = conf.try_get_float("display_bb_transparency", 0);
uint qstep1 = conf.try_get_uint("qstep1", 0);
uint qheight1 = conf.try_get_uint("qheight1", 0);
uint qwidth1 = conf.try_get_uint("qwidth1", 0);
uint qstep2 = conf.try_get_uint("qstep2", 0);
uint qheight2 = conf.try_get_uint("qheight2", 0);
uint qwidth2 = conf.try_get_uint("qwidth2", 0);
module_1_1_gui netgui;
wid_states = display_states ? new_window("network states"):0;
night_mode();
std::string title = "EBLearn detector: ";
title += _name;
if (display) {
wid = new_window(title.c_str());
mout << "displaying in window " << wid << std::endl;
night_mode();
}
float zoom = conf.try_get_float("display_zoom", 1);
bool bbox_show_conf = !conf.exists_false("bbox_show_conf");
bool bbox_show_class = !conf.exists_false("bbox_show_class");
detector_gui<T>
dgui(conf.try_get_uint("show_extracted", 0),
conf.exists_bool("queue1"), qstep1, qheight1,
qwidth1, conf.exists_bool("queue2"), qstep2, qheight2, qwidth2,
bbox_show_class, bbox_show_conf);
if (bmask_class)
dgui.set_mask_class(conf.get_cstring("mask_class"),
(T) conf.try_get_double("mask_threshold", 0));
#endif
// timing variables
timer tpass, toverall;
long ms;
// loop
toverall.start();
// we're ready
bavailable = true;
while(!this->_stop) {
// wait until a new image is made available
while (!in_updated && !_stop) {
millisleep(1);
}
tpass.restart();
if (_stop) break ;
// we got a new frame, reset new frame flag
in_updated = false; // no need to lock mutex
// check if this frame should be skipped
if (boot.skip_frame(frame_name)) {
skip_frame();
continue ;
} else if (!frame_loaded) {
uframe = load_image<ubyte>(frame_fullname);
mout << "loaded image " << frame_fullname << std::endl;
}
if (!silent) mout << "processing " << frame_name << std::endl;
// check frame is correctly allocated, if not, allocate.
if (frame.order() != uframe.order())
frame = idx<T>(uframe.get_idxdim());
else if (frame.get_idxdim() != uframe.get_idxdim())
frame.resize(uframe.get_idxdim());
// copy frame
idx_copy(uframe, frame);
// run detector
if (!display) { // fprop without display
if (precomputed_boxes) {
try {
bboxes *bb = boxes.get_group(frame_name);
idxdim d = boxes.get_group_dims(frame_name);
d.insert_dim(0, 1);
bboxes pruned;
detect.init(d);
detect.fprop_nms(*bb, pruned);
copy_bboxes(pruned); // make a copy of bounding boxes
// resize frame so that caller knows the size of the frame
idxdim framedim = frame.get_idxdim();
if (d.dim(1) == -1 || d.dim(2) == -1)
eblerror("pre-computed boxes must contain full image size, "
<< "but found: " << d);
framedim.setdim(0, d.dim(1));
framedim.setdim(1, d.dim(2));
frame.resize(framedim);
} catch(eblexception &e) {
#ifdef __NOEXCEPTIONS__
merr << "exception" << std::endl;
#else
merr << e << std::endl;
#endif
}
} else {
try {
mout << "starting processing of frame " << frame_name << std::endl;
bboxes &bb = detect.fprop(frame, frame_name.c_str(), frame_id);
copy_bboxes(bb); // make a copy of bounding boxes
} catch(ebl::eblexception &e) { // detection failed
#ifdef __NOEXCEPTIONS__
eblwarn("detection failed");
#else
eblwarn("detection failed: " << e);
#endif
clear_bboxes();
}
}
}
#ifdef __GUI__
else { // fprop and display
if (precomputed_boxes) eblerror("not implemented for nms only (TODO)");
disable_window_updates();
select_window(wid);
clear_window();
std::string title = _name;
title << ": " << frame_name;
set_window_title(title.c_str());
// clear_resize_window();
try {
if (mindisplay) {
bboxes &bb =
dgui.display(detect, frame, frame_name.c_str(), frame_id,
0, 0, zoom, display_min, display_max,
wid, _name.c_str(), display_transp);
copy_bboxes(bb); // make a copy of bounding boxes
} else {
// extract & display boxes
bboxes &bb =
dgui.display_inputs_outputs(detect, frame, frame_name.c_str(),
frame_id, 0, 0, zoom,
display_min, display_max, wid,
_name.c_str(),
display_in_min, display_in_max,
display_transp, display_wmax);
// make a copy of bounding boxes
copy_bboxes(bb);
}
} catch(ebl::eblexception &e) { // detection failed
eblwarn("detection failed: " << e);
clear_bboxes();
}
enable_window_updates();
}
if (display_states) {
dgui.display_current(detect, frame, wid_states, NULL, zoom);
select_window(wid);
}
if (save_video && display) {
std::string fname = viddir;
fname += frame_name;
save_window(fname.c_str());
if (!silent) mout << "saved " << fname << std::endl;
}
#endif
if (!silent)
mout << "processing done for frame " << frame_name << std::endl;
// bootstrapping
if (conf.exists_true("bootstrapping")) {
boot.fprop(detect, frame_name);
// add multiple scales if positives and scales are defined
if (conf.exists("gt_scales") && boot.extract_positives()) {
std::vector<double> scales =
string_to_doublevector(conf.get_cstring("gt_scales"));
for (uint s = 0; s < scales.size(); ++s) {
double f = scales[s];
// downsample input by f
detect.set_resolution(f);
detect.init(frame.get_idxdim(), frame_name.c_str());
detect.fprop(frame, frame_name.c_str(), frame_id);
boot.fprop(detect, frame_name, false, f);
}
detect.set_scaling_original();
detect.init(frame.get_idxdim(), frame_name.c_str());
}
copy_bootstrapping(boot.get_all(), boot.get_bball());
#ifdef __GUI__
// display groundtruth
if (conf.exists_true("display_bootstrapping"))
dgui.display_groundtruth(detect, frame, boot.get_gtall(),
boot.get_gtclean(), boot.get_gtrest(),
boot.get_bbpos(), boot.get_bbneg(),
boot.get_pos(), boot.get_neg(), 0, 0, zoom,
display_min, display_max);
#endif
}
total_saved = detect.get_total_saved();
ms = tpass.elapsed_milliseconds();
if (!silent) {
mout << bbs.pretty_short(detect.get_labels());
mout << "processing=" << ms << " ms ("
<< tpass.elapsed() << ")" << std::endl;
}
DEBUGMEM_PRETTY("after detection");
// switch 'updated' flag on to warn we just added new data
set_out_updated();
// display sleep
if (display_sleep > 0) {
mout << "sleeping for " << display_sleep << "ms." << std::endl;
millisleep(display_sleep);
}
if (conf.exists("save_max") &&
detect.get_total_saved() > conf.get_uint("save_max"))
break ; // limit number of detection saves
}
mout << "detection finished. Execution time: " << toverall.elapsed()<<std::endl;
// free variables
if (net) delete net;
if (ans) delete ans;
} eblcatcherror();
}