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使用最新目標跟蹤框mmtracking實現自己的目標跟蹤項目

本文轉載自   查看原文   2021-01-25 14:30   303    目標跟蹤和計數

使用最新目標跟蹤框mmtracking實現自己的目標跟蹤項目

  2021-01-06 19:50:34  355  收藏 2
分類專欄： 3—DL(deep learning)深度學習 文章標簽： tracking
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文章目錄：

 

之前也一直在關注目標跟蹤方面的項目，尤其是多目標跟蹤，目前比較主流的多目標跟蹤都是基於deepsort來做的，這方面開源的研究工作也比較少，最近突然看到Open-mmlab開源的mmtracking甚是欣喜，還是熱乎的，准備好好研究一下！！！

1 搭建環境

1、創建虛擬環境

conda create -n mmtrack python=3.7 -y

2、激活虛擬環境

conda activate mmtrack

3、安裝cudatoolkit

conda install cudatookit=10.1

如果安裝失敗，也可以去這里先下載cudatoolkit的離線包，然后再安裝：

conda install cudatoolkit-10.1.243-h6bb024c_0.tar.bz2

4、安裝torch和torchvision

pip install torch==1.6.0 torchvision==0.7.0

注意：

torch和torchvision也是存在版本對應關系的！

5、安裝mmcv-full、mmdet

pip install mmcv-full mmdet

如果安裝失敗，也可以去pypi官網先下載編譯好的whl安裝包，然后再安裝

注意：

mmcv-full 和mmdet存在版本依賴問題，可能會出現版本不對應的錯誤，因此我這里下載的都是最新版本的，mmcv-full=1.2.5、mmdet=2.8.0（安裝時間20210106）

6、克隆倉庫代碼

git clone https://github.com/open-mmlab/mmtracking.git
cd mmtracking

7、安裝和編譯依賴

pip install -r requirements/build.txt
python setup.py develop

編譯成功打印輸出信息如下：

(mmtrack) shl@zhihui-mint:~/shl_res/1_project/mmtracking$ python setup.py develop running develop running egg_info writing mmtrack.egg-info/PKG-INFO writing dependency_links to mmtrack.egg-info/dependency_links.txt writing requirements to mmtrack.egg-info/requires.txt writing top-level names to mmtrack.egg-info/top_level.txt reading manifest file 'mmtrack.egg-info/SOURCES.txt' writing manifest file 'mmtrack.egg-info/SOURCES.txt' running build_ext Creating /home/shl/anaconda3/envs/mmtrack/lib/python3.7/site-packages/mmtrack.egg-link (link to .) mmtrack 0.5.0 is already the active version in easy-install.pth Installed /home/shl/shl_res/1_project/mmtracking Processing dependencies for mmtrack==0.5.0 Searching for flake8 Reading https://pypi.org/simple/flake8/ Downloading https://files.pythonhosted.org/packages/d4/ca/3971802ee6251da1abead1a22831d7f4743781e2f743bd266bdd2f46c19b/flake8-3.8.4-py2.py3-none-any.whl#sha256=749dbbd6bfd0cf1318af27bf97a14e28e5ff548ef8e5b1566ccfb25a11e7c839 Best match: flake8 3.8.4 Processing flake8-3.8.4-py2.py3-none-any.whl Installing flake8-3.8.4-py2.py3-none-any.whl to /home/shl/anaconda3/envs/mmtrack/lib/python3.7/site-packages Adding flake8 3.8.4 to easy-install.pth file Installing flake8 script to /home/shl/anaconda3/envs/mmtrack/bin Installed /home/shl/anaconda3/envs/mmtrack/lib/python3.7/site-packages/flake8-3.8.4-py3.7.egg Searching for setuptools_scm Reading https://pypi.org/simple/setuptools_scm/ Downloading https://files.pythonhosted.org/packages/db/6e/2815f7c8561b088ccedc128681e64daac3d6b2e81a9918b007e244dad8b1/setuptools_scm-5.0.1-py2.py3-none-any.whl#sha256=62fa535edb31ece9fa65dc9dcb3056145b8020c8c26c0ef1018aef33db95c40d Best match: setuptools-scm 5.0.1 Processing setuptools_scm-5.0.1-py2.py3-none-any.whl Installing setuptools_scm-5.0.1-py2.py3-none-any.whl to /home/shl/anaconda3/envs/mmtrack/lib/python3.7/site-packages Adding setuptools-scm 5.0.1 to easy-install.pth file Installed /home/shl/anaconda3/envs/mmtrack/lib/python3.7/site-packages/setuptools_scm-5.0.1-py3.7.egg Searching for pytz>=2017.3 Reading https://pypi.org/simple/pytz/ Downloading https://files.pythonhosted.org/packages/89/06/2c2d3034b4d6bf22f2a4ae546d16925898658a33b4400cfb7e2c1e2871a3/pytz-2020.5-py2.py3-none-any.whl#sha256=16962c5fb8db4a8f63a26646d8886e9d769b6c511543557bc84e9569fb9a9cb4 Best match: pytz 2020.5 Processing pytz-2020.5-py2.py3-none-any.whl Installing pytz-2020.5-py2.py3-none-any.whl to /home/shl/anaconda3/envs/mmtrack/lib/python3.7/site-packages Adding pytz 2020.5 to easy-install.pth file Installed /home/shl/anaconda3/envs/mmtrack/lib/python3.7/site-packages/pytz-2020.5-py3.7.egg Searching for py-cpuinfo Reading https://pypi.org/simple/py-cpuinfo/ Downloading https://files.pythonhosted.org/packages/f6/f5/8e6e85ce2e9f6e05040cf0d4e26f43a4718bcc4bce988b433276d4b1a5c1/py-cpuinfo-7.0.0.tar.gz#sha256=9aa2e49675114959697d25cf57fec41c29b55887bff3bc4809b44ac6f5730097 Best match: py-cpuinfo 7.0.0 Processing py-cpuinfo-7.0.0.tar.gz Writing /tmp/easy_install-bq9yb6p8/py-cpuinfo-7.0.0/setup.cfg Running py-cpuinfo-7.0.0/setup.py -q bdist_egg --dist-dir /tmp/easy_install-bq9yb6p8/py-cpuinfo-7.0.0/egg-dist-tmp-d_xsyj0m zip_safe flag not set; analyzing archive contents... cpuinfo.__pycache__.cpuinfo.cpython-37: module references __file__ creating /home/shl/anaconda3/envs/mmtrack/lib/python3.7/site-packages/py_cpuinfo-7.0.0-py3.7.egg Extracting py_cpuinfo-7.0.0-py3.7.egg to /home/shl/anaconda3/envs/mmtrack/lib/python3.7/site-packages Adding py-cpuinfo 7.0.0 to easy-install.pth file Installing cpuinfo script to /home/shl/anaconda3/envs/mmtrack/bin Installed /home/shl/anaconda3/envs/mmtrack/lib/python3.7/site-packages/py_cpuinfo-7.0.0-py3.7.egg Searching for toml Reading https://pypi.org/simple/toml/ Downloading https://files.pythonhosted.org/packages/44/6f/7120676b6d73228c96e17f1f794d8ab046fc910d781c8d151120c3f1569e/toml-0.10.2-py2.py3-none-any.whl#sha256=806143ae5bfb6a3c6e736a764057db0e6a0e05e338b5630894a5f779cabb4f9b Best match: toml 0.10.2 Processing toml-0.10.2-py2.py3-none-any.whl Installing toml-0.10.2-py2.py3-none-any.whl to /home/shl/anaconda3/envs/mmtrack/lib/python3.7/site-packages Adding toml 0.10.2 to easy-install.pth file Installed /home/shl/anaconda3/envs/mmtrack/lib/python3.7/site-packages/toml-0.10.2-py3.7.egg Searching for py>=1.8.2 Reading https://pypi.org/simple/py/ Downloading https://files.pythonhosted.org/packages/67/32/6fe01cfc3d1a27c92fdbcdfc3f67856da8cbadf0dd9f2e18055202b2dc62/py-1.10.0-py2.py3-none-any.whl#sha256=3b80836aa6d1feeaa108e046da6423ab8f6ceda6468545ae8d02d9d58d18818a Best match: py 1.10.0 Processing py-1.10.0-py2.py3-none-any.whl Installing py-1.10.0-py2.py3-none-any.whl to /home/shl/anaconda3/envs/mmtrack/lib/python3.7/site-packages Adding py 1.10.0 to easy-install.pth file Installed /home/shl/anaconda3/envs/mmtrack/lib/python3.7/site-packages/py-1.10.0-py3.7.egg Searching for pluggy<1.0.0a1,>=0.12 Reading https://pypi.org/simple/pluggy/ Downloading https://files.pythonhosted.org/packages/65/3e/e685d8a32b0f959bcfce51df06b2bdd0c8b14399ee0da22fe35a3e987842/pluggy-1.0.0.dev0-py2.py3-none-any.whl#sha256=467f0219e89bb5061a8429c6fc5cf055fa3983a0e68e84a1d205046306b37d9e Best match: pluggy 1.0.0.dev0 Processing pluggy-1.0.0.dev0-py2.py3-none-any.whl Installing pluggy-1.0.0.dev0-py2.py3-none-any.whl to /home/shl/anaconda3/envs/mmtrack/lib/python3.7/site-packages Adding pluggy 1.0.0.dev0 to easy-install.pth file Installed /home/shl/anaconda3/envs/mmtrack/lib/python3.7/site-packages/pluggy-1.0.0.dev0-py3.7.egg Searching for packaging Reading https://pypi.org/simple/packaging/ Downloading https://files.pythonhosted.org/packages/b1/a7/588bfa063e7763247ab6f7e1d994e331b85e0e7d09f853c59a6eb9696974/packaging-20.8-py2.py3-none-any.whl#sha256=24e0da08660a87484d1602c30bb4902d74816b6985b93de36926f5bc95741858 Best match: packaging 20.8 Processing packaging-20.8-py2.py3-none-any.whl Installing packaging-20.8-py2.py3-none-any.whl to /home/shl/anaconda3/envs/mmtrack/lib/python3.7/site-packages Adding packaging 20.8 to easy-install.pth file Installed /home/shl/anaconda3/envs/mmtrack/lib/python3.7/site-packages/packaging-20.8-py3.7.egg Searching for iniconfig Reading https://pypi.org/simple/iniconfig/ Downloading https://files.pythonhosted.org/packages/9b/dd/b3c12c6d707058fa947864b67f0c4e0c39ef8610988d7baea9578f3c48f3/iniconfig-1.1.1-py2.py3-none-any.whl#sha256=011e24c64b7f47f6ebd835bb12a743f2fbe9a26d4cecaa7f53bc4f35ee9da8b3 Best match: iniconfig 1.1.1 Processing iniconfig-1.1.1-py2.py3-none-any.whl Installing iniconfig-1.1.1-py2.py3-none-any.whl to /home/shl/anaconda3/envs/mmtrack/lib/python3.7/site-packages Adding iniconfig 1.1.1 to easy-install.pth file Installed /home/shl/anaconda3/envs/mmtrack/lib/python3.7/site-packages/iniconfig-1.1.1-py3.7.egg Searching for importlib-metadata>=0.12 Reading https://pypi.org/simple/importlib-metadata/ Downloading https://files.pythonhosted.org/packages/7a/85/ac225e35048e050a6351b6f1251cdb2b6060092f2c6840aff1d6319941b1/importlib_metadata-3.3.0-py3-none-any.whl#sha256=bf792d480abbd5eda85794e4afb09dd538393f7d6e6ffef6e9f03d2014cf9450 Best match: importlib-metadata 3.3.0 Processing importlib_metadata-3.3.0-py3-none-any.whl Installing importlib_metadata-3.3.0-py3-none-any.whl to /home/shl/anaconda3/envs/mmtrack/lib/python3.7/site-packages Adding importlib-metadata 3.3.0 to easy-install.pth file Installed /home/shl/anaconda3/envs/mmtrack/lib/python3.7/site-packages/importlib_metadata-3.3.0-py3.7.egg Searching for attrs>=19.2.0 Reading https://pypi.org/simple/attrs/ Downloading https://files.pythonhosted.org/packages/c3/aa/cb45262569fcc047bf070b5de61813724d6726db83259222cd7b4c79821a/attrs-20.3.0-py2.py3-none-any.whl#sha256=31b2eced602aa8423c2aea9c76a724617ed67cf9513173fd3a4f03e3a929c7e6 Best match: attrs 20.3.0 Processing attrs-20.3.0-py2.py3-none-any.whl Installing attrs-20.3.0-py2.py3-none-any.whl to /home/shl/anaconda3/envs/mmtrack/lib/python3.7/site-packages Adding attrs 20.3.0 to easy-install.pth file Installed /home/shl/anaconda3/envs/mmtrack/lib/python3.7/site-packages/attrs-20.3.0-py3.7.egg Searching for pycodestyle Reading https://pypi.org/simple/pycodestyle/ Downloading https://files.pythonhosted.org/packages/10/5b/88879fb861ab79aef45c7e199cae3ef7af487b5603dcb363517a50602dd7/pycodestyle-2.6.0-py2.py3-none-any.whl#sha256=2295e7b2f6b5bd100585ebcb1f616591b652db8a741695b3d8f5d28bdc934367 Best match: pycodestyle 2.6.0 Processing pycodestyle-2.6.0-py2.py3-none-any.whl Installing pycodestyle-2.6.0-py2.py3-none-any.whl to /home/shl/anaconda3/envs/mmtrack/lib/python3.7/site-packages Adding pycodestyle 2.6.0 to easy-install.pth file Installing pycodestyle script to /home/shl/anaconda3/envs/mmtrack/bin Installed /home/shl/anaconda3/envs/mmtrack/lib/python3.7/site-packages/pycodestyle-2.6.0-py3.7.egg Searching for pyflakes<2.3.0,>=2.2.0 Reading https://pypi.org/simple/pyflakes/ Downloading https://files.pythonhosted.org/packages/69/5b/fd01b0c696f2f9a6d2c839883b642493b431f28fa32b29abc465ef675473/pyflakes-2.2.0-py2.py3-none-any.whl#sha256=0d94e0e05a19e57a99444b6ddcf9a6eb2e5c68d3ca1e98e90707af8152c90a92 Best match: pyflakes 2.2.0 Processing pyflakes-2.2.0-py2.py3-none-any.whl Installing pyflakes-2.2.0-py2.py3-none-any.whl to /home/shl/anaconda3/envs/mmtrack/lib/python3.7/site-packages Adding pyflakes 2.2.0 to easy-install.pth file Installing pyflakes script to /home/shl/anaconda3/envs/mmtrack/bin Installed /home/shl/anaconda3/envs/mmtrack/lib/python3.7/site-packages/pyflakes-2.2.0-py3.7.egg Searching for mccabe<0.7.0,>=0.6.0 Reading https://pypi.org/simple/mccabe/ Downloading https://files.pythonhosted.org/packages/87/89/479dc97e18549e21354893e4ee4ef36db1d237534982482c3681ee6e7b57/mccabe-0.6.1-py2.py3-none-any.whl#sha256=ab8a6258860da4b6677da4bd2fe5dc2c659cff31b3ee4f7f5d64e79735b80d42 Best match: mccabe 0.6.1 Processing mccabe-0.6.1-py2.py3-none-any.whl Installing mccabe-0.6.1-py2.py3-none-any.whl to /home/shl/anaconda3/envs/mmtrack/lib/python3.7/site-packages Adding mccabe 0.6.1 to easy-install.pth file Installed /home/shl/anaconda3/envs/mmtrack/lib/python3.7/site-packages/mccabe-0.6.1-py3.7.egg Searching for zipp>=0.5 Reading https://pypi.org/simple/zipp/ Downloading https://files.pythonhosted.org/packages/41/ad/6a4f1a124b325618a7fb758b885b68ff7b058eec47d9220a12ab38d90b1f/zipp-3.4.0-py3-none-any.whl#sha256=102c24ef8f171fd729d46599845e95c7ab894a4cf45f5de11a44cc7444fb1108 Best match: zipp 3.4.0 Processing zipp-3.4.0-py3-none-any.whl Installing zipp-3.4.0-py3-none-any.whl to /home/shl/anaconda3/envs/mmtrack/lib/python3.7/site-packages Adding zipp 3.4.0 to easy-install.pth file Installed /home/shl/anaconda3/envs/mmtrack/lib/python3.7/site-packages/zipp-3.4.0-py3.7.egg Searching for typing-extensions>=3.6.4 Reading https://pypi.org/simple/typing-extensions/ Downloading https://files.pythonhosted.org/packages/60/7a/e881b5abb54db0e6e671ab088d079c57ce54e8a01a3ca443f561ccadb37e/typing_extensions-3.7.4.3-py3-none-any.whl#sha256=7cb407020f00f7bfc3cb3e7881628838e69d8f3fcab2f64742a5e76b2f841918 Best match: typing-extensions 3.7.4.3 Processing typing_extensions-3.7.4.3-py3-none-any.whl Installing typing_extensions-3.7.4.3-py3-none-any.whl to /home/shl/anaconda3/envs/mmtrack/lib/python3.7/site-packages Adding typing-extensions 3.7.4.3 to easy-install.pth file Installed /home/shl/anaconda3/envs/mmtrack/lib/python3.7/site-packages/typing_extensions-3.7.4.3-py3.7.egg Searching for terminaltables==3.1.0 Best match: terminaltables 3.1.0 Adding terminaltables 3.1.0 to easy-install.pth file Using /home/shl/anaconda3/envs/mmtrack/lib/python3.7/site-packages Searching for six==1.15.0 Best match: six 1.15.0 Adding six 1.15.0 to easy-install.pth file Using /home/shl/anaconda3/envs/mmtrack/lib/python3.7/site-packages Searching for seaborn==0.11.1 Best match: seaborn 0.11.1 Processing seaborn-0.11.1-py3.7.egg seaborn 0.11.1 is already the active version in easy-install.pth Using /home/shl/anaconda3/envs/mmtrack/lib/python3.7/site-packages/seaborn-0.11.1-py3.7.egg Searching for numpy==1.19.5 Best match: numpy 1.19.5 Adding numpy 1.19.5 to easy-install.pth file Installing f2py script to /home/shl/anaconda3/envs/mmtrack/bin Installing f2py3 script to /home/shl/anaconda3/envs/mmtrack/bin Installing f2py3.7 script to /home/shl/anaconda3/envs/mmtrack/bin Using /home/shl/anaconda3/envs/mmtrack/lib/python3.7/site-packages Searching for motmetrics==1.2.0 Best match: motmetrics 1.2.0 Processing motmetrics-1.2.0-py3.7.egg motmetrics 1.2.0 is already the active version in easy-install.pth Using /home/shl/anaconda3/envs/mmtrack/lib/python3.7/site-packages/motmetrics-1.2.0-py3.7.egg Searching for mmpycocotools==12.0.3 Best match: mmpycocotools 12.0.3 Adding mmpycocotools 12.0.3 to easy-install.pth file Using /home/shl/anaconda3/envs/mmtrack/lib/python3.7/site-packages Searching for mmcls==0.7.0 Best match: mmcls 0.7.0 Processing mmcls-0.7.0-py3.7.egg mmcls 0.7.0 is already the active version in easy-install.pth Using /home/shl/anaconda3/envs/mmtrack/lib/python3.7/site-packages/mmcls-0.7.0-py3.7.egg Searching for matplotlib==3.3.3 Best match: matplotlib 3.3.3 Adding matplotlib 3.3.3 to easy-install.pth file Using /home/shl/anaconda3/envs/mmtrack/lib/python3.7/site-packages Searching for dotty-dict==1.3.0 Best match: dotty-dict 1.3.0 Processing dotty_dict-1.3.0-py3.7.egg dotty-dict 1.3.0 is already the active version in easy-install.pth Using /home/shl/anaconda3/envs/mmtrack/lib/python3.7/site-packages/dotty_dict-1.3.0-py3.7.egg Searching for scipy==1.6.0 Best match: scipy 1.6.0 Processing scipy-1.6.0-py3.7-linux-x86_64.egg scipy 1.6.0 is already the active version in easy-install.pth Using /home/shl/anaconda3/envs/mmtrack/lib/python3.7/site-packages/scipy-1.6.0-py3.7-linux-x86_64.egg Searching for pandas==1.2.0 Best match: pandas 1.2.0 Processing pandas-1.2.0-py3.7-linux-x86_64.egg pandas 1.2.0 is already the active version in easy-install.pth Using /home/shl/anaconda3/envs/mmtrack/lib/python3.7/site-packages/pandas-1.2.0-py3.7-linux-x86_64.egg Searching for xmltodict==0.12.0 Best match: xmltodict 0.12.0 Processing xmltodict-0.12.0-py3.7.egg xmltodict 0.12.0 is already the active version in easy-install.pth Using /home/shl/anaconda3/envs/mmtrack/lib/python3.7/site-packages/xmltodict-0.12.0-py3.7.egg Searching for pytest-benchmark==3.2.3 Best match: pytest-benchmark 3.2.3 Processing pytest_benchmark-3.2.3-py3.7.egg pytest-benchmark 3.2.3 is already the active version in easy-install.pth Installing py.test-benchmark script to /home/shl/anaconda3/envs/mmtrack/bin Installing pytest-benchmark script to /home/shl/anaconda3/envs/mmtrack/bin Using /home/shl/anaconda3/envs/mmtrack/lib/python3.7/site-packages/pytest_benchmark-3.2.3-py3.7.egg Searching for pytest==6.2.1 Best match: pytest 6.2.1 Processing pytest-6.2.1-py3.7.egg pytest 6.2.1 is already the active version in easy-install.pth Installing py.test script to /home/shl/anaconda3/envs/mmtrack/bin Installing pytest script to /home/shl/anaconda3/envs/mmtrack/bin Using /home/shl/anaconda3/envs/mmtrack/lib/python3.7/site-packages/pytest-6.2.1-py3.7.egg Searching for flake8-import-order==0.18.1 Best match: flake8-import-order 0.18.1 Processing flake8_import_order-0.18.1-py3.7.egg flake8-import-order 0.18.1 is already the active version in easy-install.pth Using /home/shl/anaconda3/envs/mmtrack/lib/python3.7/site-packages/flake8_import_order-0.18.1-py3.7.egg Searching for Cython==0.29.21 Best match: Cython 0.29.21 Adding Cython 0.29.21 to easy-install.pth file Installing cygdb script to /home/shl/anaconda3/envs/mmtrack/bin Installing cython script to /home/shl/anaconda3/envs/mmtrack/bin Installing cythonize script to /home/shl/anaconda3/envs/mmtrack/bin Using /home/shl/anaconda3/envs/mmtrack/lib/python3.7/site-packages Searching for setuptools==51.0.0.post20201207 Best match: setuptools 51.0.0.post20201207 Adding setuptools 51.0.0.post20201207 to easy-install.pth file Installing easy_install script to /home/shl/anaconda3/envs/mmtrack/bin Using /home/shl/anaconda3/envs/mmtrack/lib/python3.7/site-packages Searching for Pillow==8.1.0 Best match: Pillow 8.1.0 Adding Pillow 8.1.0 to easy-install.pth file Using /home/shl/anaconda3/envs/mmtrack/lib/python3.7/site-packages Searching for pyparsing==2.4.7 Best match: pyparsing 2.4.7 Adding pyparsing 2.4.7 to easy-install.pth file Using /home/shl/anaconda3/envs/mmtrack/lib/python3.7/site-packages Searching for python-dateutil==2.8.1 Best match: python-dateutil 2.8.1 Adding python-dateutil 2.8.1 to easy-install.pth file Using /home/shl/anaconda3/envs/mmtrack/lib/python3.7/site-packages Searching for cycler==0.10.0 Best match: cycler 0.10.0 Adding cycler 0.10.0 to easy-install.pth file Using /home/shl/anaconda3/envs/mmtrack/lib/python3.7/site-packages Searching for kiwisolver==1.3.1 Best match: kiwisolver 1.3.1 Adding kiwisolver 1.3.1 to easy-install.pth file Using /home/shl/anaconda3/envs/mmtrack/lib/python3.7/site-packages Finished processing dependencies for mmtrack==0.5.0 (mmtrack) shl@zhihui-mint:~/shl_res/1_project/mmtracking$
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8、測試：

python demo/demo_mot.py configs/mot/deepsort/sort_faster-rcnn_fpn_4e_mot17-private.py --input demo/demo.mp4 --output mot.mp4

(mmtrack) shl@zhihui-mint:~/shl_res/1_project/mmtracking$ python demo/demo_mot.py configs/mot/deepsort/sort_faster-rcnn_fpn_4e_mot17-private.py --input demo/demo.mp4 --output mot.mp4 2021-01-06 18:47:13,804 - mmtrack - INFO - load detector from: https://download.openmmlab.com/mmtracking/mot/faster_rcnn/faster-rcnn_r50_fpn_4e_mot17-ffa52ae7.pth Downloading: "https://download.openmmlab.com/mmtracking/mot/faster_rcnn/faster-rcnn_r50_fpn_4e_mot17-ffa52ae7.pth" to /home/shl/.cache/torch/hub/checkpoints/faster-rcnn_r50_fpn_4e_mot17-ffa52ae7.pth 100.0% [>>>>>> ] 1/8, 6.1 task/s, elapsed: 0s, ETA: 1s/home/shl/shl_res/1_project/mmtracking/mmtrack/models/mot/trackers/sort_tracker.py:192: UserWarning: This overload of nonzero is deprecated: nonzero(Tensor input, *, Tensor out) Consider using one of the following signatures instead: nonzero(Tensor input, *, bool as_tuple) (Triggered internally at /pytorch/torch/csrc/utils/python_arg_parser.cpp:766.) active_dets = torch.nonzero(ids == -1).squeeze(1) [>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 8/8, 8.3 task/s, elapsed: 1s, ETA: 0smaking the output video at mot.mp4 with a FPS of 3.0 OpenCV: FFMPEG: tag 0x44495658/'XVID' is not supported with codec id 12 and format 'mp4 / MP4 (MPEG-4 Part 14)' OpenCV: FFMPEG: fallback to use tag 0x7634706d/'mp4v' [>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 8/8, 38.5 task/s, elapsed: 0s, ETA: 0s (mmtrack) shl@zhihui-mint:~/shl_res/1_project/mmtracking$
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注意：

最新的輸入和輸出參數已經從-i和-o，更改為了--input和--output

測試結果如下（我是從結果視頻中隨機截一張圖示例），實際測試跟蹤比較穩定和准確：

在這里插入圖片描述

2 mmtracking目標跟蹤框及原理介紹

持續更新中......


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