OPENCV官方出品开源图片标注工具CVAT在Ubuntu18.04上部署

docker和docker-compose的安装
- 修改apt-get国内镜像源（网上一大把，我也是抄的）
- apt-get update
- 安装docker和docker-compose
- 配置docker 国内镜像源
下载并修改cvat
- 下载
- 修改
- - Dockerfile
  - - 修改基础镜像
    - 添加apt-get国内镜像源
    - 添加pip国内镜像
    - 替换ffmpeg和openh264
    - 修改后的完整版
  - Dockerfile.ui
  - - 修改alpine国内镜像源
    - 修改npm镜像源
    - 修改后的完整代码
  - docker-compose.yml
  - - 添加自己的端口
    - 磁盘挂载（还有另一种[方法](https://github.com/openvinotoolkit/cvat/blob/master/cvat/apps/documentation/installation.md#share-path)）
  - 修改base.txt
制作镜像及运行
- build
- run
- 创建管理员账户
- - 方法一
  - - 方法二
最后
参考文献

CVAT标注工具是我测试那么多中算是非常强大的，可以去他官网体验一下。
目前github上的cvat需要成20.04的ubuntu系统了，但是出于一些考虑还是换成18.04的吧。
最新有需要需要部署一下，踩了无数的坑（主要原因就是不能翻墙，下东西慢得一匹，所以经常会timeout，然后就完犊子了）。闲话就不瞎扯了

docker和docker-compose的安装

若是本地以及安装好了，就直接跳过，注意最好docker的仓库换成国内的镜像源，否则中间死了就完蛋了

修改apt-get国内镜像源（网上一大把，我也是抄的）

把下面的代码复制到到终端运行就好了。我用的是aliyun的镜像，当然你也可以自己百度搜其他的镜像源，注意一定要是ubuntu18.04的镜像源
apt镜像源替换的核心就是修改/etc/apt/source.txt
至于我为啥非得这么麻烦的弄，是为了后面直接复制。

mv /etc/apt/sources.list /etc/apt/sources.list.bak && \
echo "deb http://mirrors.aliyun.com/ubuntu/ bionic main restricted universe multiverse" >>/etc/apt/sources.list && \
echo "deb http://mirrors.aliyun.com/ubuntu/ bionic-security main restricted universe multiverse" >>/etc/apt/sources.list && \
echo "deb http://mirrors.aliyun.com/ubuntu/ bionic-updates main restricted universe multiverse" >>/etc/apt/sources.list && \
echo "deb http://mirrors.aliyun.com/ubuntu/ bionic-proposed main restricted universe multiverse" >>/etc/apt/sources.list && \
echo "deb http://mirrors.aliyun.com/ubuntu/ bionic-backports main restricted universe multiverse" >>/etc/apt/sources.list && \
echo "deb-src http://mirrors.aliyun.com/ubuntu/ bionic-security main restricted universe multiverse" >>/etc/apt/sources.list && \
echo "deb-src http://mirrors.aliyun.com/ubuntu/ bionic-updates main restricted universe multiverse" >>/etc/apt/sources.list && \
echo "deb-src http://mirrors.aliyun.com/ubuntu/ bionic-proposed main restricted universe multiverse" >>/etc/apt/sources.list && \
echo "deb-src http://mirrors.aliyun.com/ubuntu/ bionic-backports main restricted universe multiverse" >>/etc/apt/sources.list

apt-get update

apt-get update

一般来说这一步不会有问题，但是倒霉的我还是遇到了问题，当时给我装系统的系统盘估计有问题，时间怎么都不对，所以若是该步骤出现了问题，那就date看看你的时间对不对。若是没问题就继续往下走，忽略我这一块的。
若是时间有问题可以用以下两个命令修改，这个是强行修改，就跟你调表一样，对不对就看你调，时间只要不差个好几天估计都没问题吧，我没试。

date -s day/mon/year
date -s hour:mini:sec

这个时间一定要修改，因为镜像里面的时间是读取的外面的时间，外面不对，到镜像里面一定不对。

安装docker和docker-compose

sudo apt install apt-transport-https ca-certificates software-properties-common curlcurl -fsSL https://mirrors.ustc.edu.cn/docker-ce/linux/ubuntu/gpg | sudo apt-key add - sudo add-apt-repository "deb [arch=amd64] https://mirrors.ustc.edu.cn/docker-ce/linux/ubuntu \ $(lsb_release -cs) stable"sudo apt updatesudo apt install -y docker-ce docker-ce-cli containerd.iopip install docker-compose -i https://pypi.tuna.tsinghua.edu.cn/simplesudo groupadd docker #添加docker用户组
sudo gpasswd -a $USER docker #将登陆用户加入到docker用户组中
newgrp docker #更新用户组

配置docker 国内镜像源

在 /etc/docker/daemon.json 中写入如下内容（如果文件不存在请新建该文件）：

{
"registry-mirrors": [ "https://kfwkfulq.mirror.aliyuncs.com", "https://2lqq34jg.mirror.aliyuncs.com", "https://pee6w651.mirror.aliyuncs.com", "https://registry.docker-cn.com", "http://hub-mirror.c.163.com" ],
"dns": ["8.8.8.8","8.8.4.4"]
}

然后查看、启动或者重启一下docker

systemctl daemon-reload
systemctl status docker
systemctl start docker
systemctl restart docker

下载并修改cvat

下载

由于xx的网络实在是差，连git经常会中断，所以我是在windows环境下下载的，用这个网站downgit。

修改

修改主要是为了把其中的一些安装换成国内镜像源

Dockerfile

Dockerfile是主要修改的地方。但是核心就是更换源，更换已经下载好的安装包

修改基础镜像

将两处
FROM ubuntu:20.04
修改为
FROM ubuntu:18.04
经过实测，这样是ok的

添加apt-get国内镜像源

把上面那一段前面加上RUN之后添加到下面两个红色框位置

避免往前翻以及出错

RUN mv /etc/apt/sources.list /etc/apt/sources.list.bak && \echo "deb http://mirrors.aliyun.com/ubuntu/ bionic main restricted universe multiverse" >>/etc/apt/sources.list && \echo "deb http://mirrors.aliyun.com/ubuntu/ bionic-security main restricted universe multiverse" >>/etc/apt/sources.list && \echo "deb http://mirrors.aliyun.com/ubuntu/ bionic-updates main restricted universe multiverse" >>/etc/apt/sources.list && \echo "deb http://mirrors.aliyun.com/ubuntu/ bionic-proposed main restricted universe multiverse" >>/etc/apt/sources.list && \echo "deb http://mirrors.aliyun.com/ubuntu/ bionic-backports main restricted universe multiverse" >>/etc/apt/sources.list && \echo "deb-src http://mirrors.aliyun.com/ubuntu/ bionic-security main restricted universe multiverse" >>/etc/apt/sources.list && \echo "deb-src http://mirrors.aliyun.com/ubuntu/ bionic-updates main restricted universe multiverse" >>/etc/apt/sources.list && \echo "deb-src http://mirrors.aliyun.com/ubuntu/ bionic-proposed main restricted universe multiverse" >>/etc/apt/sources.list && \echo "deb-src http://mirrors.aliyun.com/ubuntu/ bionic-backports main restricted universe multiverse" >>/etc/apt/sources.list

添加pip国内镜像

RUN mkdir ~/.pip && echo "[global]" >>~/.pip/pip.conf && \echo "timeout = 6000" >>~/.pip/pip.conf && \echo "index-url = http://pypi.douban.com/simple/" >>~/.pip/pip.conf && \echo "extra-index-url = https://pypi.python.org/simple/" >>~/.pip/pip.conf && \echo "[install]" >>~/.pip/pip.conf && \echo "trusted-host=pypi.douban.com" >>~/.pip/pip.conf

在下图红色框位置添加上面部分

替换ffmpeg和openh264

由于其中需要安装的ffmpeg和openh264，然后又是从git上下载，真的会崩溃的，所以就自己下载好了，放在和Dockerfile同级目录下，然后修改Dockerfile图中位置的代码。下载方法我用的Downgit。


WORKDIR /tmp/openh264
COPY openh264-2.1.1.tar.gz /tmp/openh264/
RUN tar -zx --strip-components=1 -f openh264-${OPENH264_VERSION}.tar.gz && \make -j5 && make install PREFIX=${PREFIX} && make clean
WORKDIR /tmp/ffmpeg
COPY ffmpeg-4.3.1.tar.bz2 /tmp/ffmpeg/
RUN tar -jx --strip-components=1 -f ffmpeg-${FFMPEG_VERSION}.tar.bz2 && \./configure --disable-nonfree --disable-gpl --enable-libopenh264 --enable-shared --disable-static --prefix="${PREFIX}" && \make -j5 && make install && make distclean

其实就加了一个COPY的命令。

修改后的完整版

FROM ubuntu:18.04 as build-image
ARG http_proxy
ARG https_proxy
ARG no_proxy
ARG socks_proxy
ARG DJANGO_CONFIGURATION
RUN mv /etc/apt/sources.list /etc/apt/sources.list.bak && \echo "deb http://mirrors.aliyun.com/ubuntu/ bionic main restricted universe multiverse" >>/etc/apt/sources.list && \echo "deb http://mirrors.aliyun.com/ubuntu/ bionic-security main restricted universe multiverse" >>/etc/apt/sources.list && \echo "deb http://mirrors.aliyun.com/ubuntu/ bionic-updates main restricted universe multiverse" >>/etc/apt/sources.list && \echo "deb http://mirrors.aliyun.com/ubuntu/ bionic-proposed main restricted universe multiverse" >>/etc/apt/sources.list && \echo "deb http://mirrors.aliyun.com/ubuntu/ bionic-backports main restricted universe multiverse" >>/etc/apt/sources.list && \echo "deb-src http://mirrors.aliyun.com/ubuntu/ bionic main restricted universe multiverse" >>/etc/apt/sources.list && \echo "deb-src http://mirrors.aliyun.com/ubuntu/ bionic-security main restricted universe multiverse" >>/etc/apt/sources.list && \echo "deb-src http://mirrors.aliyun.com/ubuntu/ bionic-updates main restricted universe multiverse" >>/etc/apt/sources.list && \echo "deb-src http://mirrors.aliyun.com/ubuntu/ bionic-proposed main restricted universe multiverse" >>/etc/apt/sources.list && \echo "deb-src http://mirrors.aliyun.com/ubuntu/ bionic-backports main restricted universe multiverse" >>/etc/apt/sources.list
RUN apt-get update && \DEBIAN_FRONTEND=noninteractive apt-get --no-install-recommends install -yq \apache2-dev \build-essential \curl \libldap2-dev \libsasl2-dev \nasm \git \pkg-config \python3-dev \python3-pip \python3-venv && \rm -rf /var/lib/apt/lists/*
# Compile Openh264 and FFmpeg
ARG PREFIX=/opt/ffmpeg
ARG PKG_CONFIG_PATH=${PREFIX}/lib/pkgconfig
ENV FFMPEG_VERSION=4.3.1 \OPENH264_VERSION=2.1.1
WORKDIR /tmp/openh264
COPY openh264-2.1.1.tar.gz /tmp/openh264/
# RUN tar -zx --strip-components=1 -f openh264-${OPENH264_VERSION}.tar.gz && \
#     make -j5 && make install PREFIX=${PREFIX} && make clean
WORKDIR /tmp/ffmpeg
COPY ffmpeg-4.3.1.tar.bz2 /tmp/ffmpeg/
RUN tar -jx --strip-components=1 -f ffmpeg-${FFMPEG_VERSION}.tar.bz2 && \./configure --disable-nonfree --disable-gpl --enable-shared --disable-static --prefix="${PREFIX}" && \make -j5 && make install && make distclean
# Install requirements
RUN python3 -m venv /opt/venv
ENV PATH="/opt/venv/bin:${PATH}"
#RUN python3 -m pip install --no-cache-dir Cython==0.27.3
RUN mkdir ~/.pip && echo "[global]" >>~/.pip/pip.conf && \echo "timeout = 6000" >>~/.pip/pip.conf && \echo "index-url = http://pypi.douban.com/simple/" >>~/.pip/pip.conf && \echo "extra-index-url = https://pypi.python.org/simple/" >>~/.pip/pip.conf && \echo "[install]" >>~/.pip/pip.conf && \echo "trusted-host=pypi.douban.com" >>~/.pip/pip.conf
RUN python3 -m pip install --no-cache-dir -U pip==20.0.1 setuptools==49.6.0 wheel==0.35.1
COPY cvat/requirements/ /tmp/requirements/
RUN DATUMARO_HEADLESS=1 python3 -m pip install --no-cache-dir -r /tmp/requirements/${DJANGO_CONFIGURATION}.txt
#RUN    python3 /tmp/requirements/datumaro-master/setup.py build
FROM ubuntu:18.04
ARG http_proxy
ARG https_proxy
ARG no_proxy
ARG socks_proxy
ARG TZ
ENV TERM=xterm \http_proxy=${http_proxy}   \https_proxy=${https_proxy} \no_proxy=${no_proxy} \socks_proxy=${socks_proxy} \LANG='C.UTF-8'  \LC_ALL='C.UTF-8' \TZ=${TZ}
ARG USER
ARG DJANGO_CONFIGURATION
ENV DJANGO_CONFIGURATION=${DJANGO_CONFIGURATION}
RUN mv /etc/apt/sources.list /etc/apt/sources.list.bak && \echo "deb http://mirrors.aliyun.com/ubuntu/ bionic main restricted universe multiverse" >>/etc/apt/sources.list && \echo "deb http://mirrors.aliyun.com/ubuntu/ bionic-security main restricted universe multiverse" >>/etc/apt/sources.list && \echo "deb http://mirrors.aliyun.com/ubuntu/ bionic-updates main restricted universe multiverse" >>/etc/apt/sources.list && \echo "deb http://mirrors.aliyun.com/ubuntu/ bionic-proposed main restricted universe multiverse" >>/etc/apt/sources.list && \echo "deb http://mirrors.aliyun.com/ubuntu/ bionic-backports main restricted universe multiverse" >>/etc/apt/sources.list && \echo "deb-src http://mirrors.aliyun.com/ubuntu/ bionic main restricted universe multiverse" >>/etc/apt/sources.list && \echo "deb-src http://mirrors.aliyun.com/ubuntu/ bionic-security main restricted universe multiverse" >>/etc/apt/sources.list && \echo "deb-src http://mirrors.aliyun.com/ubuntu/ bionic-updates main restricted universe multiverse" >>/etc/apt/sources.list && \echo "deb-src http://mirrors.aliyun.com/ubuntu/ bionic-proposed main restricted universe multiverse" >>/etc/apt/sources.list && \echo "deb-src http://mirrors.aliyun.com/ubuntu/ bionic-backports main restricted universe multiverse" >>/etc/apt/sources.list
# Install necessary apt packages
RUN apt-get update && \DEBIAN_FRONTEND=noninteractive apt-get --no-install-recommends install -yq \apache2 \libapache2-mod-xsendfile \supervisor \libldap-2.4-2 \libsasl2-2 \libpython3-dev \tzdata \python3-distutils \p7zip-full \git \git-lfs \poppler-utils \ssh \curl && \ln -fs /usr/share/zoneinfo/${TZ} /etc/localtime && \dpkg-reconfigure -f noninteractive tzdata && \rm -rf /var/lib/apt/lists/* && \echo 'application/wasm wasm' >> /etc/mime.types
ARG CLAM_AV
ENV CLAM_AV=${CLAM_AV}
RUN if [ "$CLAM_AV" = "yes" ]; then \apt-get update && \apt-get --no-install-recommends install -yq \clamav \libclamunrar9 && \sed -i 's/ReceiveTimeout 30/ReceiveTimeout 300/g' /etc/clamav/freshclam.conf && \freshclam && \chown -R ${USER}:${USER} /var/lib/clamav && \rm -rf /var/lib/apt/lists/*; \fi
# Add a non-root user
ENV USER=${USER}
ENV HOME /home/${USER}
RUN adduser --shell /bin/bash --disabled-password --gecos "" ${USER} && \if [ -z ${socks_proxy} ]; then \echo export "GIT_SSH_COMMAND=\"ssh -o StrictHostKeyChecking=no -o ConnectTimeout=30\"" >> ${HOME}/.bashrc; \else \echo export "GIT_SSH_COMMAND=\"ssh -o StrictHostKeyChecking=no -o ConnectTimeout=30 -o ProxyCommand='nc -X 5 -x ${socks_proxy} %h %p'\"" >> ${HOME}/.bashrc; \fi
ARG INSTALL_SOURCES='no'
WORKDIR ${HOME}/sources
RUN if [ "$INSTALL_SOURCES" = "yes" ]; then \sed -Ei 's/^# deb-src /deb-src /' /etc/apt/sources.list && \apt-get update && \dpkg --get-selections | while read -r line; do        \package=$(echo "$line" | awk '{print $1}');       \mkdir "$package";                                 \(                                                 \cd "$package";                                \apt-get -q --download-only source "$package"; \)                                                 \done &&                                           \rm -rf /var/lib/apt/lists/*;                          \fi
# COPY --from=build-image /tmp/openh264/openh264*.tar.gz /tmp/ffmpeg/ffmpeg*.tar.bz2 ${HOME}/sources/
# Copy python virtual enviroment and FFmpeg binaries from build-image
COPY --from=build-image /opt/venv /opt/venv
ENV PATH="/opt/venv/bin:${PATH}"
COPY --from=build-image /opt/ffmpeg /usr
# Install and initialize CVAT, copy all necessary files
COPY --chown=${USER} components /tmp/components
COPY --chown=${USER} ssh ${HOME}/.ssh
COPY --chown=${USER} supervisord.conf mod_wsgi.conf wait-for-it.sh manage.py ${HOME}/
COPY --chown=${USER} cvat/ ${HOME}/cvat
COPY --chown=${USER} utils/ ${HOME}/utils
COPY --chown=${USER} tests/ ${HOME}/tests
# RUN all commands below as 'django' user
USER ${USER}
WORKDIR ${HOME}
RUN mkdir data share media keys logs /tmp/supervisord
RUN python3 manage.py collectstatic
EXPOSE 8080
ENTRYPOINT ["/usr/bin/supervisord"]

Dockerfile.ui

Dockerfile.ui和Dockerfile一样，只是这里修改的是npm和apt的镜像源

修改alpine国内镜像源

添加清华镜像源

RUN echo "https://mirror.tuna.tsinghua.edu.cn/alpine/v3.4/main" > /etc/apk/repositories \&& echo "https://mirror.tuna.tsinghua.edu.cn/alpine/v3.4/community" >> /etc/apk/repositories \&& echo "https://mirror.tuna.tsinghua.edu.cn/alpine/edge/testing" >> /etc/apk/repositories

在红框位置添加上述代码

修改npm镜像源

添加淘宝镜像源

RUN npm config set registry https://registry.npm.taobao.org && \npm config get registry && \npm config set phantomjs_cdnurl https://npm.taobao.org/dist/phantomjs

在红框位置添加上述代码

修改后的完整代码

FROM node:lts-alpine AS cvat-ui
ARG http_proxy
ARG https_proxy
ARG no_proxy
ARG socks_proxy
ARG PUBLIC_INSTANCE
ARG WA_PAGE_VIEW_HIT
ENV TERM=xterm \http_proxy=${http_proxy}   \https_proxy=${https_proxy} \no_proxy=${no_proxy} \socks_proxy=${socks_proxy} \LANG='C.UTF-8'  \LC_ALL='C.UTF-8'
RUN echo "https://mirror.tuna.tsinghua.edu.cn/alpine/v3.4/main" > /etc/apk/repositories \&& echo "https://mirror.tuna.tsinghua.edu.cn/alpine/v3.4/community" >> /etc/apk/repositories \&& echo "https://mirror.tuna.tsinghua.edu.cn/alpine/edge/testing" >> /etc/apk/repositories
RUN apk add python3 g++ make --no-cache
# Install dependencies
COPY cvat-core/package*.json /tmp/cvat-core/
COPY cvat-canvas/package*.json /tmp/cvat-canvas/
COPY cvat-ui/package*.json /tmp/cvat-ui/
COPY cvat-data/package*.json /tmp/cvat-data/
RUN npm config set registry https://registry.npm.taobao.org && \npm config get registry && \npm config set phantomjs_cdnurl https://npm.taobao.org/dist/phantomjs
# Install cvat-data dependencies
WORKDIR /tmp/cvat-data/
RUN npm ci
# Install cvat-core dependencies
WORKDIR /tmp/cvat-core/
RUN npm ci
# Install cvat-canvas dependencies
WORKDIR /tmp/cvat-canvas/
RUN npm ci
# Install cvat-ui dependencies
WORKDIR /tmp/cvat-ui/
RUN npm ci
# Build source code
COPY cvat-data/ /tmp/cvat-data/
COPY cvat-core/ /tmp/cvat-core/
COPY cvat-canvas/ /tmp/cvat-canvas/
COPY cvat-ui/ /tmp/cvat-ui/
RUN npm run build
FROM nginx:stable-alpine
# Replace default.conf configuration to remove unnecessary rules
RUN sed -i "s/}/application\/wasm wasm;\n}/g" /etc/nginx/mime.types
COPY cvat-ui/react_nginx.conf /etc/nginx/conf.d/default.conf
COPY --from=cvat-ui /tmp/cvat-ui/dist /usr/share/nginx/html/

docker-compose.yml

添加自己的端口

在cvat下添加

cvat：ports:- 'xxx.xxx.xxx.xx:9000:8080'

在cvat-proxy下修改

cvat-proxy：environment:CVAT_HOST: xx.xxx.xxx.xxx

磁盘挂载（还有另一种方法）

这一项是可选项，个人建议可以加上，目的是直接在容器挂载本地磁盘，而且将其作为一个容器。

在后续使用创建task的时候就可以在这直接选了
修改方式直接在对应位置添加该部分。然后就会把宿主机的/mnt/share映射为/root。应该还有其他方法，就暂时没有更多的尝试了。

version: '3.3'services:cvat:environment:CVAT_SHARE_URL: 'Mounted from /mnt/share host directory'volumes:- cvat_share:/home/django/share:rovolumes:cvat_share:driver_opts:type: nonedevice: /mnt/shareo: bind

修改base.txt

由于用到了tensorflow，然后里面又调用了opencv自己github上的开源项目datumaro，所以在base中调用了git。
修改方式：

https == >http

否则会超时
注意
说到这就需要提一下前修改pip的源的时候一定要将pip官方源加上，否则安装datumaro需要安装Cython，很多国内镜像没有

制作镜像及运行

build

准备了N多久，总算到生成镜像这一步了。这一部分没有多说的，根据官方的Quick installation guide来就行

docker-compose build

中间卡住了就ctrl + C中断就好，然后再来一遍，会接着之前的位置进行处理。中途修改了Dockerfile就会从修改处接着开始。

run

docker-compose up -d

创建管理员账户

方法一

docker exec -it cvat bash -ic 'python3 ~/manage.py createsuperuser'

有可能会报错
错误信息是：LINE 1: …user".“is_active”, “auth_user”.“date_joined” FROM "auth_user…
再来一遍就好
顺利执行会让你输入用户名、邮箱、密码。

方法二

登陆http:xxx.xxx.xxx.xxx:/9000/admin添加

最后

然后你就可以happy的在http:xxx.xxx.xxx.xxx:/8080下创建任务标注了。

相比于官方的版本少了models和analysis。models可以自己加一下model就好，analysis就不知道了。

参考文献

docker的安装、更换国内镜像源、项目部署
cvat官方文档
标注环境CVAT在Ubuntu18.04下搭建

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图片标注工具 LabelImg 使用教程
转自:http://blog.csdn.net/jesse_mx/article/details/53606897 作者:Jesse_Mx ------------------------------ ...
图片标注工具LabelImg的安装及使用方法
项目地址:LabelImg 下载地址:Windows/Linux 百度云备份:最近几个版本密码: cnn6 前言我们知道,图片标注主要是用来创建自己的数据集,方便进行深度学习训练.本篇博客将推 ...
图片标注工具LabelImg的简单安装
前言最近要用到图片标注工具LabelImg来创建导师的数据集,方便进行深度学习训练.这款工具是全图形界面,用Python和Qt写的,最牛的是其标注信息可以直接转化成为XML文件,与PASCAL V ...
YOLOV5目标检测---labelimg图片标注工具（1）
前言:在使用YOLO训练自己模型的时候首先要学会对数据进行处理,这里介绍一个常用的本地打标签工具labelimg,如果不想按照的话也可以使用在线标签工具,因为害怕数据泄露,所以本人一直使用的是本地工具 ...
用java的swing写了个图片标注工具
功能说明: 1 鼠标单击:选取裁剪区域 2 鼠标双击:选取裁剪区域,并把裁剪区域保存为文件,同时把区域中心点的坐标保存 3 打开图片:从某个文件夹打开图片并显示,同时把该目录的所有图片的路径载进来.这 ...

Intel出品开源图片标注工具CVAT在Ubuntu18.04上部署