General learning: Pattern Recognition, Neural Networks, Machine Learning

• DTREG Decision Trees for regression and classification; useful when dealing with categorical variables; commercial
• Generalized Linear Models
• HTK, Hidden Markov modelling Toolkit
• Hierarchical Clustering Explorer for Windows
• KBVision Recognition Toolkit, a broad set of tools for statistical based feature analysis, evaluation and classification; commercial
• LEARNSC Learning and soft computing: SVM, NN and Fuzzy Logic Models in Matlab
• MLC++, A Machine Learning Library in C++ developed at Stanford University
• Netlab Matlab toolbox including Gaussian Process Regression, Mixture Models and Neural Networks
• Partek Pattern Recognition and Recognition Technologies
• PRTOOLS Pattern Recognition toolbox in Matlab, by Bob Duin
• SPR/ANNLIB, C-libraries for Statistical Pattern Recognition and Artificial Neural Networks
• Statistical Pattern Recognition Toolbox
• Tilburg Memory Based Learner
• Torch - Machine Learning library in C++

  Bayesian Learning and Gaussian Processes

  • BayesBuilder A tool for constructing and testing Bayesian networks
  • BayesiaLab A tool for modeling and data mining with Bayesian networks; commercial
  • Flexible Bayesian Modelling Bayesian regression and classification models based on Neural Networks and Gaussian processes
  • MAP-1 Gaussian processes for regression by Carl Rasmussen
  • Tpros and Cpros Gaussian processes package by Mark Gibbs
  • Software Packages for Graphical Models / Bayesian Networks

  Independent Component Analysis (ICA)

  • Blind Source Separation Using Temporal Predictability in Matlab
  • ICA toolbox in Matlab
  • ICALAB for Signal and Image Processing in Matlab
  • Fast ICA, a Matlab package from Helsinki University of Technology

  Unsupervised Learning

  • CLUTO Clustering high-dimensional datasets
  • Fast Fuzzy Cluster
  • Snob Mixture modelling

  Self-Organizing Maps (SOM) and Neural Networks (NN)

  • Artificial Neural Network toolbox in Matlab
  • DISCERN A neural network package for natural language processing
  • LENS Neural Network simulator
  • NEURON for computer simulations of neurons and neural networks and the accompanying TUTORIAL
  • NNUGA Neural Network Using Genetic Algorithms
  • PINN Pseudo-Inverse associative Neural Networks, a library in C++
  • Radial Basis Function Networks in Matlab by mark Orr
  • SNNS Stuttgart Neural Network Simulator
  • SOM_PAK and LVQ_PAK (Linear Vector Quantizer) - from Helsinki University of Technology
  • SOM - a Matlab package from Helsinki University of Technology

  Support Vector Machines (SVM)

  C/C++, Fortran implementation

  • BSVM A decomposition method for bound-constrained SVM formulations
  • HeroSvm1.0A high performance library for training SVM on a very large training set efficiently
  • LIBSVM An SVM library with a graphic interface
  • LOOMS A leave-one-out model selection for SVM
  • Least Squares - Support Vector Machines Matlab/C Toolbox
  • M-SVM Multi-class SVM for very large problems
  • mySVM SVM implementation for pattern recognition and regression
  • mySVM and SVMlight for Windows SVM implementation for Windows, uses Microsoft Visual C++ 6.0
  • Nearest Point Algorithm by Sathiya Keerthi (in FORTRAN)
  • SMO training of SVM Sequential Minimal Optimization in C++
  • SMOBR. an implementation of the original SMO proposed by Platt, written in C++
  • SVMLight by Thorsten Joachims (written in C)

  Matlab implementation

  • Least Squares - Support Vector Machines Matlab/C Toolbox
  • Matlab SVM Toolbox by Steve Gunn
  • Matlab SVM Toolbox Matlab implementation in the style of SVMlight, can train 1-norm and 2-norm SVMs
  • OSU SVM Classifier Matlab Toolbox A matlab toolbox with a C++ mex core to fast implement the SVM classifiers
  • SVM Toolbox Object Oriented Matlab toolbox, including C++ MEX implementation of the SMO by Gavin Cawley
  • SVM/LOO Matlab code for SVM incremental learning and decremental unlearning (LOO validation)
  • SVM Tools Matlab's implementation by Glenn Fung and Olvi Managsarian

    Image Processing and Vision

• 3DVIEWNIX 3D Visualization and image processing
• Distort Image distortion of TIFF files
• Foster Findlay software for image analysis and processing
• FP Image for Windows
• HIPS image processing software
• INO Optical Correlator
• JIU - The Java Imaging Utilities A Java library to load, process, analyze and save pixel images. Requires Java 1.1, distributed with full source code under the GPL.
• Khoros a commercial software for data manipulation and signal/image processing
• MegaWave Wavelets, morphological scale spaces, signal processing for image processing
• OpenCV Open Source Computer Vision Library; a large group of active users
• Houghtool Package for Hough Transform Calculation
• SIGHTech and the Eyebot, a trainable, standalone inspection system
• DIPimage Scientific Image Processing Toolbox for MATLAB
• TIM for Windows Image processing and analysis
• The Imagingsource Company
• WaveLab, Wavelet analysis in Matlab
• Vision components and vendors
• Vista A computer vision package