Use Model Package Yolo
We can download from git code to use this package.
Clone the repository with command
git clone https://github.com/zzh8829/yolov3-tf2After that before use this package must complete to installing prerequisite to running this program.
Installing conda with python 3. and install enviroment workspace conda with command.
conda env create -f conda-gpu.ymlWith conda-gpu.yml
name: yolov3-tf2-gpu
channels:
- menpo
dependencies:
- python==3.7
- pip
- matplotlib
- opencv
- cudnn
- cudatoolkit==10.1.243
- pip:
- tensorflow-gpu==2.1.0rc1
- lxml
- tqdm
- -e .After the process finish. use enviroment workspace what installed
conda activate yolov3-tf2-gpuif we use
conda listoutput:
# packages in environment at /home/fusi/miniconda3/envs/yolov3-tf2-gpu:
#
# Name Version Build Channel
_libgcc_mutex 0.1 main
absl-py 0.9.0 pypi_0 pypi
astor 0.8.1 pypi_0 pypi
attrs 19.3.0 py_0 conda-forge
backcall 0.1.0 py_0 conda-forge
blas 2.14 openblas conda-forge
bleach 3.1.1 py_0 conda-forge
bzip2 1.0.8 h7b6447c_0
ca-certificates 2019.11.28 hecc5488_0 conda-forge
cachetools 4.0.0 pypi_0 pypi
cairo 1.16.0 hfb77d84_1002 conda-forge
certifi 2019.11.28 py37_0 conda-forge
chardet 3.0.4 pypi_0 pypi
cudatoolkit 10.1.243 h6bb024c_0
cudnn 7.6.5 cuda10.1_0
cycler 0.10.0 py37_0
dbus 1.13.12 h746ee38_0
decorator 4.4.2 py_0 conda-forge
defusedxml 0.6.0 py_0 conda-forge
entrypoints 0.3 py37_1000 conda-forge
expat 2.2.6 he6710b0_0
ffmpeg 4.1.3 h167e202_0 conda-forge
fontconfig 2.13.1 h86ecdb6_1001 conda-forge
freeglut 3.0.0 hf484d3e_5
freetype 2.9.1 h8a8886c_1
gast 0.2.2 pypi_0 pypi
giflib 5.2.1 h516909a_2 conda-forge
glib 2.63.1 h5a9c865_0
gmp 6.2.0 he1b5a44_2 conda-forge
gnutls 3.6.5 hd3a4fd2_1002 conda-forge
google-auth 1.11.2 pypi_0 pypi
google-auth-oauthlib 0.4.1 pypi_0 pypi
google-pasta 0.1.8 pypi_0 pypi
graphite2 1.3.13 h23475e2_0
grpcio 1.27.2 pypi_0 pypi
gst-plugins-base 1.14.5 h0935bb2_2 conda-forge
gstreamer 1.14.5 h36ae1b5_2 conda-forge
h5py 2.10.0 pypi_0 pypi
harfbuzz 2.4.0 h9f30f68_3 conda-forge
hdf5 1.10.5 nompi_h3c11f04_1104 conda-forge
icu 64.2 he1b5a44_1 conda-forge
idna 2.9 pypi_0 pypi
importlib_metadata 1.5.0 py37_0 conda-forge
intel-openmp 2019.4 243
ipykernel 5.1.4 py37h5ca1d4c_0 conda-forge
ipython 7.13.0 py37h5ca1d4c_0 conda-forge
ipython_genutils 0.2.0 py_1 conda-forge
jasper 1.900.1 h07fcdf6_1006 conda-forge
jedi 0.16.0 py37_0 conda-forge
jinja2 2.11.1 py_0 conda-forge
jpeg 9c h14c3975_1001 conda-forge
json5 0.9.0 py_0 conda-forge
jsonschema 3.2.0 py37_0 conda-forge
jupyter_client 6.0.0 py_0 conda-forge
jupyter_core 4.6.3 py37_0 conda-forge
jupyterlab 2.0.0 py_1 conda-forge
jupyterlab_server 1.0.7 py_0 conda-forge
keras-applications 1.0.8 pypi_0 pypi
keras-preprocessing 1.1.0 pypi_0 pypi
kiwisolver 1.1.0 py37he6710b0_0
lame 3.100 h14c3975_1001 conda-forge
libblas 3.8.0 14_openblas conda-forge
libcblas 3.8.0 14_openblas conda-forge
libclang 9.0.1 default_hde54327_0 conda-forge
libedit 3.1.20181209 hc058e9b_0
libffi 3.2.1 hd88cf55_4
libgcc-ng 9.1.0 hdf63c60_0
libgfortran-ng 7.3.0 hdf63c60_0
libglu 9.0.0 hf484d3e_1
libiconv 1.15 h516909a_1005 conda-forge
liblapack 3.8.0 14_openblas conda-forge
liblapacke 3.8.0 14_openblas conda-forge
libllvm9 9.0.1 hc9558a2_0 conda-forge
libopenblas 0.3.7 h5ec1e0e_6 conda-forge
libopencv 4.2.0 py37_2 conda-forge
libopus 1.3 h7b6447c_0
libpng 1.6.37 hbc83047_0
libsodium 1.0.17 h516909a_0 conda-forge
libstdcxx-ng 9.1.0 hdf63c60_0
libtiff 4.1.0 h2733197_0
libuuid 2.32.1 h14c3975_1000 conda-forge
libvpx 1.7.0 h439df22_0
libwebp 1.0.2 h56121f0_5 conda-forge
libxcb 1.13 h1bed415_1
libxkbcommon 0.10.0 he1b5a44_0 conda-forge
libxml2 2.9.9 hea5a465_1
lxml 4.5.0 pypi_0 pypi
markdown 3.2.1 pypi_0 pypi
markupsafe 1.1.1 py37h516909a_0 conda-forge
matplotlib 3.2.0 1 conda-forge
matplotlib-base 3.2.0 py37h250f245_1 conda-forge
mistune 0.8.4 py37h516909a_1000 conda-forge
mkl 2019.4 243
mkl-service 2.3.0 py37he904b0f_0
mkl_fft 1.1.0 py37hc1659b7_1 conda-forge
mkl_random 1.1.0 py37hb3f55d8_0 conda-forge
nbconvert 5.6.1 py37_0 conda-forge
nbformat 5.0.4 py_0 conda-forge
ncurses 6.2 he6710b0_0
nettle 3.4.1 h1bed415_1002 conda-forge
notebook 6.0.3 py37_0 conda-forge
nspr 4.25 he1b5a44_0 conda-forge
nss 3.47 he751ad9_0 conda-forge
numpy 1.18.1 py37h95a1406_0 conda-forge
numpy-base 1.18.1 py37h2f8d375_1
oauthlib 3.1.0 pypi_0 pypi
opencv 4.2.0 py37_2 conda-forge
openh264 1.8.0 hdbcaa40_1000 conda-forge
openssl 1.0.2u h516909a_0 conda-forge
opt-einsum 3.2.0 pypi_0 pypi
packaging 20.1 py_0 conda-forge
pandoc 2.9.2 0 conda-forge
pandocfilters 1.4.2 py_1 conda-forge
parso 0.6.2 py_0 conda-forge
pcre 8.43 he6710b0_0
pexpect 4.8.0 py37_0 conda-forge
pickleshare 0.7.5 py37_1000 conda-forge
pip 20.0.2 py37_1
pixman 0.38.0 h7b6447c_0
prometheus_client 0.7.1 py_0 conda-forge
prompt_toolkit 3.0.3 py_0 conda-forge
protobuf 3.11.3 pypi_0 pypi
ptyprocess 0.6.0 py_1001 conda-forge
py-opencv 4.2.0 py37h5ca1d4c_2 conda-forge
pyasn1 0.4.8 pypi_0 pypi
pyasn1-modules 0.2.8 pypi_0 pypi
pygments 2.5.2 py_0 conda-forge
pyparsing 2.4.6 py_0
pyqt 5.12.3 py37hcca6a23_1 conda-forge
pyqt5-sip 4.19.18 pypi_0 pypi
pyqtwebengine 5.12.1 pypi_0 pypi
pyrsistent 0.15.7 py37h516909a_0 conda-forge
python 3.7.0 h6e4f718_3
python-dateutil 2.8.1 py_0
pyzmq 19.0.0 py37h1768529_0 conda-forge
qt 5.12.5 hd8c4c69_1 conda-forge
readline 7.0 h7b6447c_5
requests 2.23.0 pypi_0 pypi
requests-oauthlib 1.3.0 pypi_0 pypi
rsa 4.0 pypi_0 pypi
send2trash 1.5.0 py_0 conda-forge
setuptools 45.2.0 py37_0
sip 4.19.8 py37hf484d3e_0
six 1.14.0 py37_0
sqlite 3.31.1 h7b6447c_0
tensorboard 2.1.1 pypi_0 pypi
tensorflow-estimator 2.1.0 pypi_0 pypi
tensorflow-gpu 2.1.0rc1 pypi_0 pypi
termcolor 1.1.0 pypi_0 pypi
terminado 0.8.3 py37_0 conda-forge
testpath 0.4.4 py_0 conda-forge
tk 8.6.10 hed695b0_0 conda-forge
tornado 6.0.3 py37h7b6447c_3
tqdm 4.43.0 pypi_0 pypi
traitlets 4.3.3 py37_0 conda-forge
urllib3 1.25.8 pypi_0 pypi
wcwidth 0.1.8 py_0 conda-forge
webencodings 0.5.1 py_1 conda-forge
werkzeug 1.0.0 pypi_0 pypi
wheel 0.34.2 py37_0
wrapt 1.12.0 pypi_0 pypi
x264 1!152.20180806 h14c3975_0 conda-forge
xorg-kbproto 1.0.7 h14c3975_1002 conda-forge
xorg-libice 1.0.10 h516909a_0 condo-forge
xorg-libsm 1.2.3 h84519dc_1000 conda-forge
xorg-libx11 1.6.9 h516909a_0 conda-forge
xorg-libxext 1.3.4 h516909a_0 conda-forge
xorg-libxrender 0.9.10 h516909a_1002 conda-forge
xorg-renderproto 0.11.1 h14c3975_1002 conda-forge
xorg-xextproto 7.3.0 h14c3975_1002 conda-forge
xorg-xproto 7.0.31 h14c3975_1007 conda-forge
xz 5.2.4 h14c3975_4
yolov3-tf2 0.1 dev_0 <develop>
zeromq 4.3.2 he1b5a44_2 conda-forge
zipp 3.1.0 py_0 conda-forge
zlib 1.2.11 h7b6447c_3
zstd 1.3.7 h0b5b093_0Running Program
with command below we can running real time detection object camera.
python detect_video.py --video 'rtsp://<user-name-admin>:<password>@<ip-cam>/1'Example running video real time with cam cctv use ip 192.168.100.64 at local network.
python detect_video.py --video 'rtsp://admin:password_admin@192.168.100.64/1'If we get error went we running program or installing enviroment, we can use command below to install package used.
conda install -c conda-forge opencv=4.2.0^C
conda install -c conda-forge jupyterlab