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imagenet-camera.cpp
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imagenet-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 "cudaFont.h"
#include "imageNet.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: imagenet-camera [-h] [--network NETWORK] [--camera CAMERA]\n");
printf(" [--width WIDTH] [--height HEIGHT]\n\n");
printf("Classify a live camera stream using an image recognition DNN.\n\n");
printf("optional arguments:\n");
printf(" --help show this help message and exit\n");
printf(" --network NETWORK pre-trained model to load (see below for options)\n");
printf(" --camera CAMERA index of the MIPI CSI camera to use (e.g. CSI camera 0),\n");
printf(" or for VL42 cameras, the /dev/video device to use.\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", imageNet::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("\nimagenet-camera: failed to initialize camera device\n");
return 0;
}
printf("\nimagenet-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 recognition network
*/
imageNet* net = imageNet::Create(argc, argv);
if( !net )
{
printf("imagenet-console: failed to initialize imageNet\n");
return 0;
}
/*
* create display window and overlay font
*/
glDisplay* display = glDisplay::Create();
cudaFont* font = cudaFont::Create();
/*
* start streaming
*/
if( !camera->Open() )
{
printf("\nimagenet-camera: failed to open camera for streaming\n");
return 0;
}
printf("\nimagenet-camera: camera open for streaming\n");
/*
* processing loop
*/
float confidence = 0.0f;
while( !signal_recieved )
{
float* imgRGBA = NULL;
// get the latest frame
if( !camera->CaptureRGBA(&imgRGBA, 1000) )
printf("\nimagenet-camera: failed to capture frame\n");
// classify image
const int img_class = net->Classify(imgRGBA, camera->GetWidth(), camera->GetHeight(), &confidence);
if( img_class >= 0 )
{
printf("imagenet-camera: %2.5f%% class #%i (%s)\n", confidence * 100.0f, img_class, net->GetClassDesc(img_class));
if( font != NULL )
{
char str[256];
sprintf(str, "%05.2f%% %s", confidence * 100.0f, net->GetClassDesc(img_class));
font->OverlayText((float4*)imgRGBA, camera->GetWidth(), camera->GetHeight(),
str, 5, 5, make_float4(255, 255, 255, 255), make_float4(0, 0, 0, 100));
}
}
// update display
if( display != NULL )
{
display->RenderOnce((float*)imgRGBA, camera->GetWidth(), camera->GetHeight());
// update status bar
char str[256];
sprintf(str, "TensorRT %i.%i.%i | %s | %s | Network %.0f FPS", NV_TENSORRT_MAJOR, NV_TENSORRT_MINOR, NV_TENSORRT_PATCH, net->GetNetworkName(), precisionTypeToStr(net->GetPrecision()), net->GetNetworkFPS());
display->SetTitle(str);
// check if the user quit
if( display->IsClosed() )
signal_recieved = true;
}
net->PrintProfilerTimes();
}
/*
* destroy resources
*/
printf("imagenet-camera: shutting down...\n");
SAFE_DELETE(camera);
SAFE_DELETE(display);
SAFE_DELETE(net);
printf("imagenet-camera: shutdown complete.\n");
return 0;
}