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ROS系统读取USB相机图像数据_ros获取摄像头图像并识别内容

ros获取摄像头图像并识别内容

前言

usb_cam功能包简介
为了丰富机器人与外界的交互方式,已经增加了与机器人的语音交互方式,不仅使机器人能够说话发声,还能听懂我们说的话,但是如果只有语音交互的话机器人就是一个盲人,无法看到这个色彩斑斓的大千世界,因此我们就需要为机器人增加视觉识别功能。现在市面上最常见的还是USB摄像头,物美价廉,要想使USB摄像头在ROS下正常工作,我们就需要一个软件包来支持,现在ROS下最常用的usb摄像头软件包就是usb_cam了,简单理解该软件包就是V4L(Video for Linux)USB摄像头驱动在ROS在的一个移植版本。截止到目前为止该软件包在indigo和jade版本上还处于维护状态,对于kinetic版本及其以上还未有维护,当然虽然没有维护但是在kinetic版本上也可以工作。

usb_cam 功能包下载与编译

系统环境:ubuntu20.04
ROS版本:noetic

usb_cam功能包可以通过github下载

git clone  https://github.com/bosch-ros-pkg/usb_cam.git usb_cam
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下载完成后提示:

正克隆到 ‘usb_cam’…
remote: Enumerating objects: 2232, done.
remote: Counting objects: 100% (2232/2232), done.
remote: Compressing objects: 100% (1015/1015), done.
remote: Total 2232 (delta 1033), reused 2082 (delta 988), pack-reused 0
接收对象中: 100% (2232/2232), 843.71 KiB | 306.00 KiB/s, 完成.
处理 delta 中: 100% (1033/1033), 完成.

在这里插入图片描述

拷贝到自己的ROS工作空间进行编译

catkin_make
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编译报错:

– Checking for module ‘libv4l2’
– No package ‘libv4l2’ found
CMake Error at /usr/share/cmake-3.16/Modules/FindPkgConfig.cmake:463 (message):
A required package was not found
Call Stack (most recent call first):
/usr/share/cmake-3.16/Modules/FindPkgConfig.cmake:643 (_pkg_check_modules_internal)
usb_cam/CMakeLists.txt:10 (pkg_check_modules)

在这里插入图片描述
原因就是在usb_cam功能包的CMakeLists.txt的第10行是:

pkg_check_modules(video4linux libv4l2 REQUIRED)
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系统中没有找到这个包,所以报错了。

sudo apt-get install libv4l2-dev
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出现无法定位软件包,则需要更换镜像源
在这里插入图片描述
我换了源也不行,可能换源没有成功

sudo apt-get install libv4l-dev
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成功了

获取:1 http://mirrors.aliyun.com/ubuntu focal/main amd64 libv4l2rds0 amd64 1.18.0-2build1 [15.8 kB]
获取:2 http://mirrors.aliyun.com/ubuntu focal/main amd64 libv4l-dev amd64 1.18.0-2build1 [108 kB]
已下载 124 kB,耗时 1秒 (221 kB/s)
正在选中未选择的软件包 libv4l2rds0:amd64。
(正在读取数据库 … 系统当前共安装有 361571 个文件和目录。)
准备解压 …/libv4l2rds0_1.18.0-2build1_amd64.deb …
正在解压 libv4l2rds0:amd64 (1.18.0-2build1) …
正在选中未选择的软件包 libv4l-dev:amd64。
准备解压 …/libv4l-dev_1.18.0-2build1_amd64.deb …
正在解压 libv4l-dev:amd64 (1.18.0-2build1) …
正在设置 libv4l2rds0:amd64 (1.18.0-2build1) …
正在设置 libv4l-dev:amd64 (1.18.0-2build1) …
正在处理用于 libc-bin (2.31-0ubuntu9.9) 的触发器 …

再次编译

catkin_make
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顺利成功
在这里插入图片描述

摄像头选择

摄像头要选择:

  • usb 接口
  • 支持免驱协议:USB Video Class (UVC)
  • 支持的操作系统:Linux with UVC (above linux-2.6)

连接摄像头

首先先通过 下面指令看下本地是否有摄像头,有几个

ls /dev/video*
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在这里插入图片描述
这代表有两个摄像头(一个摄像头出两个/dev/video*)

所以再连接摄像头后,会挂载到 /dev/video4下面

修改usb_cam功能包下面的config文件夹下的 usb_cam.yml文件中的

video_device: /dev/video0 
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改为

video_device: /dev/video4 
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启动功能包

roslaunch usb_cam test_img_view.launch
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实际场景:
在这里插入图片描述

采集到的摄像头图像:
在这里插入图片描述
查看下当前topic

rostopic list
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/image_view/output
/image_view/parameter_descriptions
/image_view/parameter_updates
/rosout
/rosout_agg
/usb_cam/camera_info
/usb_cam/image_raw
/usb_cam/image_raw/compressed
/usb_cam/image_raw/compressed/parameter_descriptions
/usb_cam/image_raw/compressed/parameter_updates
/usb_cam/image_raw/compressedDepth
/usb_cam/image_raw/compressedDepth/parameter_descriptions
/usb_cam/image_raw/compressedDepth/parameter_updates
/usb_cam/image_raw/theora
/usb_cam/image_raw/theora/parameter_descriptions
/usb_cam/image_raw/theora/parameter_updates

输出频率为30hz

rostopic hz /usb_cam/image_raw/theora
subscribed to [/usb_cam/image_raw/theora]
average rate: 32.730
min: 0.000s max: 0.041s std dev: 0.01037s window: 33
average rate: 31.137
min: 0.000s max: 0.047s std dev: 0.00844s window: 62
average rate: 30.616
min: 0.000s max: 0.047s std dev: 0.00748s window: 92

可配置参数

start_service_name: "start_capture" # Defines name suffix for std_srvs::Empty service which restarts suspended streaming
stop_service_name: "stop_capture"   # Defines name suffix for std_srvs::Empty service which suspends camera polling timer

# 改成自己设备的挂载位置
video_device: /dev/video4           # Device driver's entrypoint
# 根据自己摄像头选择
io_method: mmap                     # I/O method
                                    # - read - for devices supporting virtual filesystem or block I/O
                                    # - mmap - for devices with direct libusb memory mapping
                                    # - userptr - for userspace devices supporting userspace pointer exchange
# 图像编码格式                                
pixel_format: yuyv                  # Pixel format for Video4linux device (also selects decoder mode)
                                        # https://wiki.videolan.org/YUV#YUV_4:2:0_.28I420.2FJ420.2FYV12.29
                                        # - yuyv - YUV420
                                        # - yuv - synonym for yuyv
                                        # - uyvy - UVY240
                                        # - yuvmono10 - Monochrome 10-bit pseudo-YUV
                                        # - rgb24 - Linear 8-bit RGB
                                        # - bgr24 - OpenCV-compatible 8-bit BGR
                                        # - grey - Grayscale 8-bit monochrome
                                        # - yu12 - YU-reversed YUV420
                                        # - mjpeg - FFMPEG decoder, MotionJPEG, for compatible hardware
                                        # - h264 - FFMPEG decoder, H.264, for compatible hardware
color_format: yuv422p               # On-chip color representation mode for the input frame encoded by hardware
                                        # - yuv422p - YUV422 - default, compatible with most MJPEG hardware encoders
                                        # - yuv420p - YUV420 - mandatory for H.264 and H.265 hardware encoders
create_suspended: false             # Instructs the node whether to start streaming immediately after launch
                                    # or to wait until the start service will be triggered
full_ffmpeg_log: false              # Allows to suppress warning messages generated by libavcodec, cleans log
camera_name: head_camera            # ROS internal name for the camera, used to generate camera_info message
# 发布topic中的frame_id
camera_frame_id: head_camera        # Frame ID used to generate coordinate transformations
# 发布的话题名称
camera_transport_suffix: image_raw  # Suffix used by image_transport to generate topic names
camera_info_url: ""                 # URI for camera calibration data (likely a YML file obtained from camera_calibration)
# 根据相机的参数设置图像的宽、高
image_width: 640                    # Frame dimensions, should be supported by camera hardware
image_height: 480
# 发布频率
framerate: 30                       # Camera polling frequency, Hz (integer)

# Auxiliary camera parameters provided by libv4l2.
    # Names for these parameters are generated automatically according to the intrinsic control names exported by the
    # camera driver. The node queries camera's kernel controller module to determine the parameters that can be set up
    # via ROS. For these parameters the corresponding ROS parameters with identical names are generated under this
    # namespace.
    # See also the comprehensive node output describing parameter names and feasible values for them to be set up here.
    # It is also possible to have a list of the available control names using v4l2-ctl application from v4l2-util package:
    # v4l2-ctl --device=/dev/video<ID> -L
intrinsic_controls:                 
    focus_auto: true
    exposure_auto_priority: true
    exposure_auto: 3
    white_balance_temperature_auto: true
    power_line_frequency: 1
    ignore: [
        brightness,
        contrast,
        saturation,
        gain,
        sharpness,
        backlight_compensation,
        white_balance_temperature,
        exposure_absolute,
        pan_absolute,
        tilt_absolute,
        focus_absolute,
        zoom_absolute
    ]                               # Use this list to enumerate the control names that should be delisted from the camera setup
                                    # NOTE: the ROS parameters for the V4L controls supported but listed here would be STILL
                                    # generated, but the values WILL NOT BE USED to set up the camera. To affect these controls
                                    # once you want to do that, their names should me REMOVED from this list!


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