Machine Vision open Source processing library Summary

Machine Vision open Source processing library Summary

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General Purpose Libraries/general Library

• OpenCV

No need to say much.

• Ravl

Recognition and Vision Library. Thread safety. A powerful IO mechanism. Contains AAM.

• CImg

Cool one image processing package. The entire library has only one header file. Contains a PDE-based optical flow algorithm.

Images, video io/image, videos IO

• Freeimage
• DevIL
• ImageMagick
• Ffmpeg
• Videoinput
• Portvideo

AR related/augmented Reality

• Artoolkit

AR Library based on marker

• Artoolkitplus

Enhanced version of Artoolkit. A better attitude estimation algorithm is implemented.

• Ptam

Real-time tracking, SLAM, AR library. No need for marker, templates, built-in sensors, etc.

• BazAR

AR library based on feature point detection and recognition.

Local invariant features/local invariant Feature

• Vlfeat

Currently the best sift open source implementation. The Kd-tree,kd-forest,bow implementation is also included.

• Ferns

Feature point recognition based on naive Bayesian bundle. High speed, but high memory consumption.

• SIFT by Rob Hess

Sift implementation based on OPENCV.

Target Detection/object Detection

• AdaBoost by Jianxin.wu

Another adaboost implementation. Training speed is fast.

• Pedestrian detection by Jianxin.wu

Fast pedestrian detection based on centrist and linear SVM.

(approximate) Nearest neighbor/ann

• FLANN

Currently the most complete (approximate) nearest open Source library. It not only realizes a series of search algorithms, but also includes a mechanism to automatically select the quickest algorithm.

• ANN

Another approximate nearest neighbor library.

SLAM & SFM

• Scenelib [LGPL]

Monoslam Library. Developed by Androw Davison.

Image Segmentation/segmentation

• SLIC Super Pixel

Use simple Linear iterative clustering to produce a specified number, approximately evenly distributed super Pixel.

Target Tracking/tracking

• Tld

Target tracking algorithm based on online Random forest.

• Klt

Kanade-lucas-tracker

• Online Boosting Trackers

Online Boosting Trackers

Line Detection/line Detection

• DSCC

A straight line detection algorithm based on unicom domain connection.

• LSD [GPL]

A gradient-based, local line segment detection operator.

Fingerprint/finger Print

• Phash [GPL]

Multimedia file hash algorithm based on perception. (Extract, compare image, video, audio fingerprint)

Visual significance of/visual salience

• Global contrast Based Salient region Detection

Ming-ming Cheng's visual significance algorithm.

FFT/dwt

• FFTW [GPL]

The fastest, best open source FFT.

• Fftreal [WTFPL]

A lightweight FFT implementation. The license is the highlight.

Audio Processing/audio Processing

• STK [Free]

Audio processing, audio synthesis.

• Libsndfile [LGPL]

Audio file IO.

• libsamplerate [GPL]

Audio resampling.

Wavelet transform

Fast wavelet transform (FWT)

• FWT

Brief:binary Robust Independent Elementary Feature a good local feature descriptor with fast Corner + BRIEF to achieve feature point matching demo:http:// cvlab.epfl.ch/software/brief/

Http://code.google.com/p/javacv

Java packaged OpenCV, FFmpeg, libdc1394, PGR flycapture, Openkinect, Videoinput, and artoolkitplus libraries. Can be put on Android to use ~

Libhik,hik SVM, calculates HIK SVM with centrist Lib. Http://c2inet.sce.ntu.edu.sg/Jianxin/projects/libHIK/libHIK.htm

A set of visual significance detection code Links: http://cg.cs.tsinghua.edu.cn/people/~cmm/saliency/

Http://www.cnblogs.com/CVArt/archive/2011/10/19/2217609.html

Machine Vision open Source processing library Summary