Linux 36.3 + JetPack v6.0@jetson-inference之视频操作

2024-06-01 09:28
文章标签 视频 linux 操作 jetson jetpack inference v6.0 36.3

本文主要是介绍Linux 36.3 + JetPack v6.0@jetson-inference之视频操作，希望对大家解决编程问题提供一定的参考价值，需要的开发者们随着小编来一起学习吧！

Linux 36.3 + JetPack v6.0@jetson-inference之视频操作

  • 1. 源由
  • 2. 输入输出源
    • 2.1 输入
    • 2.2 输出
  • 3. 示例
    • 3.1 MIPI CSI 摄像头
    • 3.2 V4L2 摄像头
    • 3.3 WebRTC
    • 3.4 RTP
    • 3.5 RTSP
    • 3.6 Video 文件
    • 3.7 Image 文件
  • 4. 代码分析
    • 4.1 Python
    • 4.2 C++
  • 5. 参考资料

1. 源由

对jetson-inference示例代码完成编译之后，首先确保视频、图像方面的操作没有问题。

因为是所有示例基本上都是针对视频或者图像进行深度机器学习操作的。

2. 输入输出源

2.1 输入

InputProtocolResource URINotes
MIPI CSI cameracsi://csi://0CSI camera 0 (substitute other camera numbers for 0)
V4L2 camerav4l2://v4l2:///dev/video0V4L2 device 0 (substitute other camera numbers for 0)
WebRTC streamwebrtc://webrtc://@:8554/my_inputFrom browser webcam to localhost, port 8554 (requires HTTPS/SSL)
RTP streamrtp://rtp://@:1234localhost, port 1234 (requires additional configuration)
RTSP streamrtsp://rtsp://:1234Replace with remote host’s IP or hostname
Video filefile://file://my_video.mp4Supports loading MP4, MKV, AVI, FLV (see codecs below)
Image filefile://file://my_image.jpgSupports loading JPG, PNG, TGA, BMP, GIF, etc.
Image sequencefile://file://my_directory/Searches for images in alphanumeric order
    input                resource URI of the input stream, for example:* /dev/video0               (V4L2 camera #0)* csi://0                   (MIPI CSI camera #0)* rtp://@:1234              (RTP stream)* rtsp://user:pass@ip:1234  (RTSP stream)* webrtc://@:1234/my_stream (WebRTC stream)* file://my_image.jpg       (image file)* file://my_video.mp4       (video file)* file://my_directory/      (directory of images)--input-width=WIDTH    explicitly request a width of the stream (optional)--input-height=HEIGHT  explicitly request a height of the stream (optional)--input-rate=RATE      explicitly request a framerate of the stream (optional)--input-save=FILE      path to video file for saving the input stream to disk--input-codec=CODEC    RTP requires the codec to be set, one of these:* h264, h265* vp8, vp9* mpeg2, mpeg4* mjpeg--input-decoder=TYPE   the decoder engine to use, one of these:* cpu* omx  (aarch64/JetPack4 only)* v4l2 (aarch64/JetPack5 only)--input-flip=FLIP      flip method to apply to input:* none (default)* counterclockwise* rotate-180* clockwise* horizontal* vertical* upper-right-diagonal* upper-left-diagonal--input-loop=LOOP      for file-based inputs, the number of loops to run:* -1 = loop forever*  0 = don't loop (default)* >0 = set number of loops

2.2 输出

OutputProtocolResource URINotes
WebRTC streamwebrtc://webrtc://@:8554/my_outputSend to browser, port 8554, stream name “my_output”
RTP streamrtp://rtp://:1234Replace with remote host’s IP or hostname
RTSP streamrtsp://rtsp://@:1234/my_outputReachable at rtsp://:1234/my_output
Video filefile://file://my_video.mp4Supports saving MP4, MKV, AVI, FLV (see codecs below)
Image filefile://file://my_image.jpgSupports saving JPG, PNG, TGA, BMP
Image sequencefile://file://image_%i.jpg%i is replaced by the image number in the sequence
OpenGL windowdisplay://display://0Creates GUI window on screen 0
    output               resource URI of the output stream, for example:* file://my_image.jpg       (image file)* file://my_video.mp4       (video file)* file://my_directory/      (directory of images)* rtp://<remote-ip>:1234    (RTP stream)* rtsp://@:8554/my_stream   (RTSP stream)* webrtc://@:1234/my_stream (WebRTC stream)* display://0               (OpenGL window)--output-codec=CODEC   desired codec for compressed output streams:* h264 (default), h265* vp8, vp9* mpeg2, mpeg4* mjpeg--output-encoder=TYPE  the encoder engine to use, one of these:* cpu* omx  (aarch64/JetPack4 only)* v4l2 (aarch64/JetPack5 only)--output-save=FILE     path to a video file for saving the compressed streamto disk, in addition to the primary output above--bitrate=BITRATE      desired target VBR bitrate for compressed streams,in bits per second. The default is 4000000 (4 Mbps)--headless             don't create a default OpenGL GUI window

3. 示例

3.1 MIPI CSI 摄像头

$ video-viewer csi://0                        # MIPI CSI camera 0 (substitue other camera numbers)
$ video-viewer csi://0 output.mp4             # save output stream to MP4 file (H.264 by default)
$ video-viewer csi://0 rtp://<remote-ip>:1234 # broadcast output stream over RTP to <remote-ip>

3.2 V4L2 摄像头

$ video-viewer v4l2:///dev/video0                 # /dev/video0 can be replaced with /dev/video1, ect.
$ video-viewer /dev/video0                        # dropping the v4l2:// protocol prefix is fine
$ video-viewer /dev/video0 output.mp4             # save output stream to MP4 file (H.264 by default)
$ video-viewer /dev/video0 rtp://<remote-ip>:1234 # broadcast output stream over RTP to <remote-ip>

3.3 WebRTC

$ video-viewer /dev/video0 webrtc://@:8554/my_output               # send V4L2 webcam to browser
$ video-viewer webrtc://@:8554/my_input output.mp4                 # receive browser webcam (requires HTTPS/SSL) and save to MP4
$ video-viewer webrtc://@:8554/my_input webrtc://@:8554/my_output  # receieve + send (full-duplex loopback)

3.4 RTP

$ video-viewer --input-codec=h264 rtp://@:1234         # recieve on localhost port 1234
$ video-viewer --input-codec=h264 rtp://224.0.0.0:1234 # subscribe to multicast group
$ video-viewer --bitrate=1000000 csi://0 rtp://<remote-ip>:1234         # transmit camera over RTP, encoded as H.264 @ 1Mbps 
$ video-viewer --output-codec=h265 my_video.mp4 rtp://<remote-ip>:1234  # transmit a video file over RTP, encoded as H.265

3.5 RTSP

$ video-viewer rtsp://<remote-ip>:1234 my_video.mp4      # subscribe to RTSP feed from <remote-ip>, port 1234 (and save it to file)
$ video-viewer rtsp://username:password@<remote-ip>:1234 # with authentication (replace username/password with credentials)
$ video-viewer /dev/video0 rtsp://@:1234/my_output                 # stream a V4L2 camera out over RTSP 
$ video-viewer rtsp://<remote-ip>:1234/input rtsp://@:1234/output  # subscribe to an RTSP feed, and relay it (loopback)

3.6 Video 文件

# playback
$ video-viewer my_video.mp4                              # display the video file
$ video-viewer my_video.mp4 rtp://<remote-ip>:1234       # transmit the video over RTP# recording
$ video-viewer csi://0 my_video.mp4                      # record CSI camera to video file
$ video-viewer /dev/video0 my_video.mp4                  # record V4L2 camera to video file

3.7 Image 文件

$ video-viewer input.jpg output.jpg	# load/save an image
$ video-viewer input_dir/ output_dir/   # load all images from input_dir and save them to output_dir
$ video-viewer "*.jpg" output_%i.jpg    # load all jpg images and save them to output_0.jpg, output_1.jpg, ect

4. 代码分析

4.1 Python

代码：video-viewer.py

Root
├── Imports
│   ├── import sys
│   ├── import argparse
│   └── from jetson_utils import videoSource, videoOutput, Log
├── Command-line Argument Parsing
│   ├── Create Argument Parser
│   │   ├── Description: "View various types of video streams"
│   │   ├── Formatter Class: argparse.RawTextHelpFormatter
│   │   └── Epilog: videoSource.Usage() + videoOutput.Usage() + Log.Usage()
│   ├── Add Arguments
│   │   ├── input (URI of the input stream)
│   │   └── output (URI of the output stream, optional)
│   └── Parse Arguments
│       ├── args = parser.parse_known_args()[0]
│       └── Handle Parsing Exceptions
│           ├── Print Help
│           └── Exit
├── Create Video Sources & Outputs
│   ├── input = videoSource(args.input, argv=sys.argv)
│   └── output = videoOutput(args.output, argv=sys.argv)
├── Capture Frames Loop├── Initialize Frame Counter│   └── numFrames = 0├── while True Loop├── Capture Image│   └── img = input.Capture()├── Handle Timeout│   └── if img is None: continue├── Log Verbose Information│   └── if numFrames % 25 == 0 or numFrames < 15:│       └── Log.Verbose(...)├── Increment Frame Counter│   └── numFrames += 1├── Render Image│   └── output.Render(img)├── Update Title Bar│   └── output.SetStatus(...)└── Exit on EOS├── if not input.IsStreaming() or not output.IsStreaming():└── break

4.2 C++

代码：video-viewer.cpp

#include statements
├── "videoSource.h"
├── "videoOutput.h"
├── "logging.h"
├── "commandLine.h"
└── <signal.h>Global variables
└── bool signal_recieved = false;Function definitions
├── void sig_handler(int signo)
│   └── if (signo == SIGINT)
│       ├── LogInfo("received SIGINT\n");
│       └── signal_recieved = true;
└── int usage()├── printf("usage: video-viewer [--help] input_URI [output_URI]\n\n");├── printf("View/output a video or image stream.\n");├── printf("See below for additional arguments that may not be shown above.\n\n");├── printf("positional arguments:\n");├── printf("    input_URI       resource URI of input stream  (see videoSource below)\n");├── printf("    output_URI      resource URI of output stream (see videoOutput below)\n\n");├── printf("%s", videoSource::Usage());├── printf("%s", videoOutput::Usage());└── printf("%s", Log::Usage());main function
├── Parse command line
│   ├── commandLine cmdLine(argc, argv);
│   └── if (cmdLine.GetFlag("help"))
│       └── return usage();
├── Attach signal handler
│   └── if (signal(SIGINT, sig_handler) == SIG_ERR)
│       └── LogError("can't catch SIGINT\n");
├── Create input video stream
│   ├── videoSource* input = videoSource::Create(cmdLine, ARG_POSITION(0));
│   └── if (!input)
│       ├── LogError("video-viewer:  failed to create input stream\n");
│       └── return 0;
├── Create output video stream
│   ├── videoOutput* output = videoOutput::Create(cmdLine, ARG_POSITION(1));
│   └── if (!output)
│       ├── LogError("video-viewer:  failed to create output stream\n");
│       └── return 0;
├── Capture/display loop
│   ├── uint32_t numFrames = 0;
│   └── while (!signal_recieved)
│       ├── uchar3* image = NULL;
│       ├── int status = 0;
│       ├── if (!input->Capture(&image, &status))
│       │   └── if (status == videoSource::TIMEOUT)
│       │       └── continue;
│       │   └── break; // EOS
│       ├── if (numFrames % 25 == 0 || numFrames < 15)
│       │   └── LogVerbose("video-viewer:  captured %u frames (%ux%u)\n", numFrames, input->GetWidth(), input->GetHeight());
│       ├── numFrames++;
│       └── if (output != NULL)
│           ├── output->Render(image, input->GetWidth(), input->GetHeight());
│           ├── char str[256];
│           ├── sprintf(str, "Video Viewer (%ux%u) | %.1f FPS", input->GetWidth(), input->GetHeight(), output->GetFrameRate());
│           ├── output->SetStatus(str);
│           └── if (!output->IsStreaming())
│               └── break;
├── Destroy resources
│   ├── printf("video-viewer:  shutting down...\n");
│   ├── SAFE_DELETE(input);
│   └── SAFE_DELETE(output);
└── printf("video-viewer:  shutdown complete\n");

5. 参考资料

【1】jetson-inference - Camera Streaming and Multimedia

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