Web-enabled image processing operators
Below you find web implementations of various biologically motivated image
processing operators, which you can use with your own image material.
Combination Of Shifted FIlter Responses (COSFIRE) operator for image processing and computer vision. [download source ]
This program can be used to (see explanations and examples):
Configure a trainable filter for a given local contour prototype pattern
Detect patterns that are similar to the prototype pattern
Visualize the structure of a configured COSFIRE filter
Combination Of Receptive Fields (CORF) operator for image processing and computer vision. [download source ]
This program can be used to (see explanations and examples):
Detect contours in given images of natural scenes
Relevance and Matrix adaptation in Learning Vector Quantization (GRLVQ, GMLVQ and LiRaM LVQ) [download source ]
This toolbox can be used for classification, feature selection and supervised dimensionality reduction. It contains:
Generalized Relevance LVQ (GRLVQ) for classification and feature relevance detection (including training, classification and regularization)
Generalized Matrix LVQ (GMLVQ) for classification, distance learning and discriminative linear dimension reduction (including training, classification, regularization and the limited rank version for projection)
Localized Generalized Matrix LVQ (LGMLVQ) for classification and dissimilarity learning (including training, classification and regularization)
n-fold-cross validation for splitting data sets in experimental evaluation
z-score transformation preprocessing to obtain zero mean and unit variance features
a voronoi tesselation to visualize the receptive fields of labeled prototypes
Gabor filter for image processing and computer vision. [download source ]
With this program you can (see explanations and examples):
visualize Gabor functions,
use a Gabor filter and a Gabor-energy filter,
perform edge detection,
simulate simple and complex cells (visual cortex),
extract texture features,
simulate non-classical receptive field inhibition or surround suppression (visual cortex),
perform contour detection,
explain certain visual perception effects.
Canny edge detector (Canny filter) for image processing and computer vision. [download source ]
With this program you can (see explanations and examples):
apply the Canny edge detector on-line on your own images,
visualize a derivative of a Gaussian function,
simulate non-classical receptive field inhibition or surround suppression,
perform contour detection.
Centre-Surround cell (DoG) operator and Dot-pattern selective cell operator. [download source ]
This program can be used to (see explanations and examples):
visualize Difference of Gaussian (DoG) functions,
simulate retinal-ganglion and LGN cells,
compute the convolution of an input image with a DoG (center-surround cell responses),
detect intensity spots,
detect groups of intensity spots,
detect dot-pattern texture.
Grating cell operator for image processing and computer vision. [download source ]
This program can be used to (see explanations and examples):
Detect grating
Visualization of grating subunits
Visualization of grating cells