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Feature Detection and Matching with SIFT, SURF, KAZE, BRIEF, ORB, BRISK, AKAZE and FREAK through the Brute Force and FLANN algorithms using Python and OpenCV

License: MIT License

Python 68.92% Jupyter Notebook 31.08%

opencv python opencv-python feature-detection feature-matching sift surf kaze brief orb

feature-detection-and-matching's Introduction

Feature Detection and Matching

Feature Detection and Matching between two images using Local Feature Descriptors and Local Binary Descriptors through the Brute Force and FLANN algorithms.

From this application it is possible to solve several problems in the area of Computer Vision, such as: image recovery, motion tracking, motion structure detection, object detection, recognition and tracking, 3D object reconstruction, and others.

Overview

This project performs Feature Detection and Matching with SIFT, SURF, KAZE, BRIEF, ORB, BRISK, AKAZE and FREAK through the Brute Force and FLANN algorithms using Python (version 3.6.10) and OpenCV (version 3.3.1).

Dependencies

To install the dependencies run:

pip install -r requirements.txt

Usage

python main.py --detector <detector> --descriptor <descriptor> --matcher <matcher>

Arguments	Info
`-h`, `--help`	Show help message and exit
`--detector`	Specify SIFT or SURF or KAZE or ORB or BRISK or AKAZE
`--descriptor`	Specify SIFT or SURF or KAZE or BRIEF or ORB or BRISK or AKAZE or FREAK
`--matcher`	Specify BF or FLANN

Examples

Help

python main.py --help

Brute Force with ORB

python main.py --detector ORB --descriptor ORB --matcher BF

Recommended Readings

Feature Detection and Description
KRIG, Scott. Computer vision metrics: Survey, taxonomy, and analysis. Apress, 2014.
Keypoints and Descriptors
Feature Detection and Matching

License

Code released under the MIT license.

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feature-detection-and-matching's Issues

ValueError: invalid option string 'store': must start with a character '-'

Hi
I have this problem when running the main.py

Traceback (most recent call last):
File "C:\Users\Wangzj\Desktop\py\01\Feature-Detection-and-Matching-master\main.py", line 29, in
parser.add_argument('--detector','store',
File "D:\Anaconda\envs\python38\lib\argparse.py", line 1354, in add_argument
kwargs = self._get_optional_kwargs(*args, **kwargs)
File "D:\Anaconda\envs\python38\lib\argparse.py", line 1489, in _get_optional_kwargs
raise ValueError(msg % args)
ValueError: invalid option string 'store': must start with a character '-'

ASK A QUESTION

Hello, why do I choose any combination mode and the program will eventually report an error. For example, if you select '-- detector ORB -- descriptor SURF -- match FLANN', the error 'No such file or directory:' Figures/FLANN-with-SURF. png 'will be reported.
'-- detector ORB --descriptor ORB --matcher BF' will report 'No such file or directory:' Figures/BF-with-ORB. png '.
Thank you!

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