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detectnet-camera.cpp
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detectnet-camera.cpp
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/*
* Copyright (c) 2017, NVIDIA CORPORATION. All rights reserved.
*
* Permission is hereby granted, free of charge, to any person obtaining a
* copy of this software and associated documentation files (the "Software"),
* to deal in the Software without restriction, including without limitation
* the rights to use, copy, modify, merge, publish, distribute, sublicense,
* and/or sell copies of the Software, and to permit persons to whom the
* Software is furnished to do so, subject to the following conditions:
*
* The above copyright notice and this permission notice shall be included in
* all copies or substantial portions of the Software.
*
* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL
* THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
* FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER
* DEALINGS IN THE SOFTWARE.
*/
#include "gstCamera.h"
#include "glDisplay.h"
#include "detectNet.h"
#include "commandLine.h"
#include <signal.h>
bool signal_recieved = false;
void sig_handler(int signo)
{
if( signo == SIGINT )
{
printf("received SIGINT\n");
signal_recieved = true;
}
}
int usage()
{
printf("usage: detectnet-camera [-h] [--network NETWORK] [--camera CAMERA]\n");
printf(" [--width WIDTH] [--height HEIGHT]\n\n");
printf("Locate objects in a live camera stream using an object detection DNN.\n\n");
printf("optional arguments:\n");
printf(" --help show this help message and exit\n");
printf(" --camera CAMERA index of the MIPI CSI camera to use (NULL for CSI camera 0),\n");
printf(" or for VL42 cameras the /dev/video node to use (/dev/video0).\n");
printf(" by default, MIPI CSI camera 0 will be used.\n");
printf(" --width WIDTH desired width of camera stream (default is 1280 pixels)\n");
printf(" --height HEIGHT desired height of camera stream (default is 720 pixels)\n\n");
printf("%s\n", detectNet::Usage());
return 0;
}
int main( int argc, char** argv )
{
/*
* parse command line
*/
commandLine cmdLine(argc, argv);
if( cmdLine.GetFlag("help") )
return usage();
/*
* attach signal handler
*/
if( signal(SIGINT, sig_handler) == SIG_ERR )
printf("\ncan't catch SIGINT\n");
/*
* create the camera device
*/
gstCamera* camera = gstCamera::Create(cmdLine.GetInt("width", gstCamera::DefaultWidth),
cmdLine.GetInt("height", gstCamera::DefaultHeight),
cmdLine.GetString("camera"));
if( !camera )
{
printf("\ndetectnet-camera: failed to initialize camera device\n");
return 0;
}
printf("\ndetectnet-camera: successfully initialized camera device\n");
printf(" width: %u\n", camera->GetWidth());
printf(" height: %u\n", camera->GetHeight());
printf(" depth: %u (bpp)\n\n", camera->GetPixelDepth());
/*
* create detection network
*/
detectNet* net = detectNet::Create(argc, argv);
if( !net )
{
printf("detectnet-camera: failed to load detectNet model\n");
return 0;
}
/*
* create openGL window
*/
glDisplay* display = glDisplay::Create();
if( !display )
printf("detectnet-camera: failed to create openGL display\n");
/*
* start streaming
*/
if( !camera->Open() )
{
printf("detectnet-camera: failed to open camera for streaming\n");
return 0;
}
printf("detectnet-camera: camera open for streaming\n");
/*
* processing loop
*/
float confidence = 0.0f;
while( !signal_recieved )
{
// capture RGBA image
float* imgRGBA = NULL;
if( !camera->CaptureRGBA(&imgRGBA, 1000) )
printf("detectnet-camera: failed to capture RGBA image from camera\n");
// detect objects in the frame
detectNet::Detection* detections = NULL;
const int numDetections = net->Detect(imgRGBA, camera->GetWidth(), camera->GetHeight(), &detections);
if( numDetections > 0 )
{
printf("%i objects detected\n", numDetections);
for( int n=0; n < numDetections; n++ )
{
printf("detected obj %i class #%u (%s) confidence=%f\n", n, detections[n].ClassID, net->GetClassDesc(detections[n].ClassID), detections[n].Confidence);
printf("bounding box %i (%f, %f) (%f, %f) w=%f h=%f\n", n, detections[n].Left, detections[n].Top, detections[n].Right, detections[n].Bottom, detections[n].Width(), detections[n].Height());
}
}
// update display
if( display != NULL )
{
// render the image
display->RenderOnce(imgRGBA, camera->GetWidth(), camera->GetHeight());
// update the status bar
char str[256];
sprintf(str, "TensorRT %i.%i.%i | %s | Network %.0f FPS", NV_TENSORRT_MAJOR, NV_TENSORRT_MINOR, NV_TENSORRT_PATCH, precisionTypeToStr(net->GetPrecision()), 1000.0f / net->GetNetworkTime());
display->SetTitle(str);
// check if the user quit
if( display->IsClosed() )
signal_recieved = true;
}
// print out timing info
net->PrintProfilerTimes();
}
/*
* destroy resources
*/
printf("detectnet-camera: shutting down...\n");
SAFE_DELETE(camera);
SAFE_DELETE(display);
SAFE_DELETE(net);
printf("detectnet-camera: shutdown complete.\n");
return 0;
}