Accord.NET Framework 3.3.0

Cesar Roberto de Souza in Development / Components & Libraries

Accord.NET Framework screenshot

User Rating: 2.9 (25 votes)

The Accord.NET Framework is a C# framework extending the excellent AForge.NET Framework external with new tools and libraries. Accord.NET provides many algorithms for many topics in mathematics, statistics, machine learning, artificial intelligence and computer vision.

It includes several methods for statistical analysis, such as Principal Component Analysis, Linear Discriminant Analysis, Partial Least Squares, Kernel Principal Component Analysis, Kernel Discriminant Analysis, Logistic and Linear Regressions and Receiver-Operating Curves. It also includes machine learning topics such as (Kernel) Support Vector Machines, Bayesian regularization for Neural Network training, RANSAC, K-Means, Gaussian Mixture Models and Discrete and Continuous Hidden Markov Models. The imaging and computer vision libraries includes projective image blending, homography estimation, the Camshift object tracker and the Viola-Jones object detector external.

The framework is divided in libraries, available either through an executable installer, standalone compressed archives and NuGet packages. Those libraries include:

Scientific Computing

Accord.Math Contains a matrix extension library, along with a suite of numerical matrix decomposition methods, numerical optimization algorithms for constrained and unconstrained problems, special functions and other tools for scientific applications.
Accord.Statistics Probability distributions, statistical models and methods such as Linear and Logistic regression, Hidden Markov Models, (Hidden) Conditional Random Fields, Principal Component Analysis, Partial Least Squares, Discriminant Analysis, Kernel methods and functions and many other related techniques.
Accord.MachineLearning Support Vector Machines, Decision Trees, Naive Bayesian models, K-means, Gaussian Mixture models and general algorithms such as RANSAC, Cross-validation and Grid-Search for machine-learning applications.
Accord.Neuro Neural learning algorithms such as Levenberg-Marquardt, Parallel Resilient Backpropagation, initialization procedures such as Nguyen-Widrow and other neural network related methods.
Signal and Image Processing

Accord.Imaging Interest point detectors (Harris, SURF and FAST), image matching and image stitching methods. Can create integral images and other image transformations, plus additional image filters for image processing a applications.
Accord.Audio Process, transforms, filters and handle audio signals for machine learning and statistical applications.
Accord.Vision Real-time face detection and tracking, as well as general methods for detecting, tracking and transforming objects in image streams. Contains cascade definitions, Camshift and Dynamic Template Matching trackers.
Support Libraries

Accord.Controls Histograms, scatter-plots and tabular data viewers for scientific applications.
Accord.Controls.Imaging Windows Forms controls to show and handle images. Contains a convenient ImageBox control which mimics the traditional MessageBox behavior for quickly displaying or inspecting images.
Accord.Controls.Audio Windows Forms controls to display waveforms and audio-related information.
Accord.Controls.Vision Windows Forms components and controls to track head, face and hand movements and other computer vision related tasks.

top download editor's pick
File Size: 483 MB License: Open Source Price: FREE
Platform: Windows XP, Windows Vista, Windows Vista x64, Windows 7, Windows 7 x64, Windows 8, Windows 8 x64, Windows 10, Windows 10 x64
Downloads: Total: 222 | This Month: 0 Released: 2016-09-17
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