Learning discriminative and transformation covariant local feature detectors lab environment setup detailed process

Dependency:

Python 3.4.3

Tensorflow> 1.0.0, tqdm, cv2, exifread, skimage, glob

1. Install tensorflow:Https://www.tensorflow.org/install/pip? Lang = python3

1. Install the python Development Environment

sudo apt updatesudo apt install python3-dev python3-pipsudo pip3 install -U virtualenv

2. Create a virtual environment (Python virtual environment is used to isolate package installation from the system .)

Virtualenv -- System-site-packages-P python3./Venv# Create a directory named venv to save the Virtual Environment

Source./Venv/Bin/activate # activate the Virtual Environment
# After activation, add (venv) to the shell prompt CD)

PIP install -- upgrade Pip # upgradingpip

PIP list #how packages installed within the virtual environment

deactivate  #  exit virtualenv

3. Install tensflow using Pip

PIP install tensorflow
Import tensorflow as TF; print (Tf. _ version _) "# output 1.11.0

Https://www.tensorflow.org/install/gpu this is the link address:

 

Only after installationCuda toolkit7.5 andIn 64-bit Ubuntu of cudnn V4, you can use Pip to install tensflow that supports GPU. Otherwise, you must use the source code for installation.

To support GPU, installCuda Toolkit(V> 7.0) andCudnn(V> = 2)

Tensorflow only supports GPU with a computing capacity greater than 3.0.

--------- Tensflow has been installed.

2. Install tqdmHttps://github.com/tqdm/tqdmthis is an introduction

pip install tqdm

Version 4.27.0 is installed.

3. Install cv2

pip install opencv-python

The installed version is: opencv-python-3.4.3.18

4. Install exifreadHttps://pypi.org/project/ExifRead/

pip install ExifRead

The installed version is: (2.1.2)

5. Install scikit-ImageHttps://scikit-image.org/

pip install -U scikit-image

6. Install globHttps://pypi.org/project/glob2/

Glob can be used to find the file path name that complies with specific rules. Only three matching characters are used for searching files :"*","? "," []"

pip install glob2

The dependency is installed here.

----------------------------------------------- Split line ----------------------- The following is the usage)

1,Get the dataset, first line download https://www.dropbox.com/s/l7a8zvni6ia5f9g/datasets.tar.gz? DL = 0

Decompress the downloaded data to the./data directory.

2,Run code

CD. /script # Switch the current path. /Batch \ _ run_train.sh # Run the script to generate the transformed patch and train the model. /Batch \ _ run_test.sh # extract local feature point. /Batch \ _ run_eval.sh # evaluate the performance

　　

Learning discriminative and transformation covariant local feature detectors lab environment setup detailed process