Wolfram Resource System

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Search the Wolfram Resource System

Paclet Resource: Wolfram/StylesheetTools

Utilities for creating and editing stylesheet notebooks

Paclet Resource: Wolfram/QuantumFramework

Perform analytic and numeric quantum computations

Paclet Resource: WolframChemistry/Selfies

SELF-referencIng Embedded Strings

Paclet Resource: WolframChemistry/ProteinVisualization

Functions for protein visualizations

Paclet Resource: WolframChemistry/MoleculeFingerprints

Compute and compare molecule fingerprints

Paclet Resource: WolframChemistry/IsomerGeneration

Generate Isomers from Chemical Formulas

Paclet Resource: WolframChemistry/ChemistryFunctions

Wolfram Language functions for Chemistry

Paclet Resource: StianRamsnes/MaXrd

Symmetry data and utilities related to crystallography and X-ray scattering

Paclet Resource: RobertNachbar/CompartmentalModeling

Build, visualize, analyze, and simulate compartmental models

Paclet Resource: PeterBurbery/WordCloud

Word cloud functionality

Paclet Resource: PeterBurbery/UndirectedGraphs

Functions for undirected graphs

Paclet Resource: PeterBurbery/RecreationalMathematics

This paclet is for recreational mathematics and math puzzles

Paclet Resource: PeterBurbery/MixedGraphs

A collection of mixed graph functionality

Paclet Resource: PeterBurbery/FileSystem

Functions for manipulating files and directories

Paclet Resource: PeterBurbery/CoreLanguageAndStructureFunctionality

Additional functionality for the core language and structure of Mathematica

Paclet Resource: Obando/CAGenetics

A set of functions to manipulate the unified model of Cellular Automata

Paclet Resource: KlausSutner/Automata

Automata theory package

Paclet Resource: KirillBelov/TelegramBot

Telegram Bot API client for the Wolfram Language

Paclet Resource: JasonB/WeakCache

Functions for caching with automatic garbage collection

Paclet Resource: JaroslavKysela/OpticalElements3D

3D models of optical elements

Paclet Resource: FaizonZaman/LexicalCases

Extract lexical patterns from text

Paclet Resource: DanielS/Wireworld

Explore the Wireworld Turing-complete cellular automaton

Paclet Resource: AntonAntonov/TriesWithFrequencies

Functions for creation and manipulation of tries (prefix trees) with frequencies

Paclet Resource: AntonAntonov/QuantileRegression

Quantile regression functions

Paclet Resource: AntonAntonov/PaLMMode

Notebook style with cells for execution of PaLM commands

Paclet Resource: AntonAntonov/OutlierIdentifiers

Outlier identifier functions

Paclet Resource: AntonAntonov/OpenAIMode

Notebook style with cells for execution of OpenAI commands

Paclet Resource: AntonAntonov/MonadMakers

Functions for making software monads

Paclet Resource: AntonAntonov/MonadicQuantileRegression

Software monad for Quantile Regression workflows

Paclet Resource: AntonAntonov/JavaTriesWithFrequencies

WL interface to Tries with frequencies implemented in Java

Paclet Resource: AntonAntonov/CryptocurrencyData

Cryptocurrency data retrieval

Example Resource: Confusion Matrix of a Classifier

Classify the land surface in a satellite image

Data Resource: Exercise Images for Introduction to Image Processing MOOC

Images used for exercises in the Introduction to Image Processing MOOC.

Data Resource: Tagged Test Images Network

Bipartite network of tags and images

Function Resource: ImageASCII

Convert an image to ASCII art

Function Resource: ImageTakeAt

Get a part of an image at a specified position with specified dimensions

Function Resource: ImageMosaic

Generate a mosaic version of an image

Function Resource: PlaceholderImage

Create a placeholder image of a specified dimension

Data Resource: Sample Image: Giraffe Graphic

Sample CMYK Image of a Giraffe

Function Resource: ImageBump

Add bump to an image

Function Resource: CheckerboardImage

Create an image of a checkerboard pattern

Function Resource: ImageEngrave

Give an image an engraved appearance

Function Resource: RotatedEllipseMatrix

Create a binary matrix with a rotated, ellipse-shaped region of 1s

Function Resource: MicroprintImage

Microprint text onto an image

Function Resource: ImageInspector

Add a tooltip containing useful measurements to an image

Function Resource: SolarImage

Retrieve images of the Sun from many NASA/ESA scientific instruments

Function Resource: SphericalImage

Map an image onto a sphere to view it from the inside as a VR surrounding or from the outside as a globe

Function Resource: ImageRead

Read and return an image file from disk

Data Resource: Sample Image: Orange Butterfly on a Purple Flower

Sample Image of a Butterfly

Function Resource: ImageKaleidoscope

Create a kaleidoscope version of an image

Function Resource: LinesImage

Calculates straight lines which collectively approximate a given image

Data Resource: Sample Image: Red Cherry Tomatoes

Sample Image in the CIE LAB Colorspace

Function Resource: MatrixPolynomial

Evaluate a matrix polynomial

Function Resource: DiagonalizeMatrix

Get the diagonalized matrix of a given matrix

Function Resource: FindImageSubset

Find an image contained within an image

Function Resource: AntidiagonalMatrix

Creates an antidiagonal matrix by given the antidiagonal

Function Resource: CirculantMatrix

Construct a circulant matrix from a vector

Function Resource: ResistanceMatrix

Get the resistance matrix of a graph

Function Resource: RandomMatrix

Get a pseudorandom matrix of a given kind, type and size

Function Resource: CofactorMatrix

Give the matrix of cofactors for a given input matrix

Function Resource: FiedlerMatrix

Construct a Fiedler matrix from a vector

Function Resource: ImagePortraitQ

Test if the image is in portrait mode (or not)

Function Resource: KrawtchoukMatrix

Generate a Krawtchouk matrix

Function Resource: ImageSquareDivide

Divide an image into an array of colored squares

Function Resource: MatrixSign

Evaluate the matrix sign function

Function Resource: MatrixNorm

Estimate the Hölder p-norm of a numerical matrix

Function Resource: ImageShapeMorph

Morph an image from one shape into another

Function Resource: SylvesterMatrix

Generate the Sylvester matrix of two univariate polynomials

Function Resource: CommutationMatrix

Generate a commutation matrix

Function Resource: HDRImageEffect

Apply an HDR effect to an image

Function Resource: ImageSaliencyCrop

Crop an image while preserving the most salient contents

Function Resource: DeepFryImage

Deep-fry an image

Function Resource: BezoutMatrix

Generate the Bézout matrix of two univariate polynomials

Function Resource: CompanionMatrix

Compute the Frobenius companion matrix of a polynomial

Function Resource: ImageRadialDivide

Divide an image into a list of colored polygons centered around the origin

Function Resource: MandelbrotMatrix

Construct a matrix whose eigenvalues lie on the Mandelbrot set boundary

Function Resource: ImageAlignFaces

Align images so that facial features coincide

Data Resource: Sample Image: Girl on a Blue Background

Sample Image of a Girl

Function Resource: ComplexTransformImage

Add a complex transformation to an image

Function Resource: ComradeMatrix

Generate the comrade matrix corresponding to an orthogonal polynomial series

Data Resource: Sample Image: Happy Family in Red

Sample Image of a Happy Family

Data Resource: Sample Image: White Dog on a Beach

Sample Image of a Dog at the Beach

Function Resource: ImageToDataURI

Convert an image into a Data URL, suitable for embedding in web documents

Function Resource: ImagePalettePlumes

Visualize an image's palette as a series of feathers

Function Resource: AugmentedMatrix

Get the augmented matrix of the system of linear equations

Function Resource: ImageSplitCompare

Provide a dynamic interface for comparing two images

Function Resource: SzegedMatrix

Compute the Szeged matrix of an undirected graph or a molecule

Function Resource: GetUnsplashImage

Get a picture from the Unsplash free image stock

Function Resource: ImageColorFunction

Create a color function from colors in an image

Function Resource: SchurMatrix

Generate the Schur matrix of a univariate polynomial

Function Resource: HurwitzMatrix

Generate the Hurwitz matrix of a univariate polynomial

Function Resource: CenteringMatrix

Generate an n-sized centering matrix

Function Resource: WeingartenMatrix

Compute the Weingarten matrix of a surface

Example Resource: Compute the Product of a Matrix and Vector using a Quantum Circuit

Function Resource: FCGRImage

Produce a frequency chaos game representation image from a string of nucleotides

Function Resource: DirectoryImagesViewer

View image files from a given directory

Function Resource: BrowserWebImage

Create consistent web image screenshots with a uniform browser frame

Function Resource: ProjectionMatrix

Compute the projection matrix for a given vector space

Function Resource: FirstWebImage

Get a single image from a web search

Function Resource: SkyViewImage

Get images from SkyView

Function Resource: JacobiMatrix

Generate the Jacobi matrix corresponding to an orthogonal polynomial

Function Resource: ImageSquareQ

Test if a given image is square or not

Function Resource: UnitMatrix

Get a matrix with a 1 in a selected position and 0s elsewhere

Function Resource: UlamMatrix

Generate the Ulam matrix

Function Resource: ImageColorReplace

Replace color pixels from one image with corresponding pixels from another image

Function Resource: YOLOImageLabel

Identify and highlight objects in an image using a YOLO neural network

Function Resource: WignerMatrix

Get the irreducible group representation of SU(2) for a given angular momentum

Function Resource: FullWebImage

Screenshot an entire webpage from top to bottom

Function Resource: ImageLineLevel

Rotate an image so that dominant lines are horizontal

Function Resource: JacobianMatrix

Compute the Jacobian matrix of a vector function with respect to a list of variables

Function Resource: HessianMatrix

Compute the Hessian matrix of a function with respect to a list of variables

Function Resource: ExportImagesToPDF

Create a multipage PDF from a list of images

Function Resource: QuadtreeImageDecomposition

Quadtree decomposition of an image

Function Resource: TridiagonalCompanionMatrix

Generate the tridiagonal companion matrix of a univariate polynomial

Function Resource: SuiteSparseMatrix

Import a sparse matrix from the SuiteSparse matrix collection

Function Resource: ImageContentsRemove

Remove people or other contents from an image

Function Resource: GeneralizedFiedlerMatrix

Generate the generalized Fiedler companion matrix of a univariate polynomial

Function Resource: Image3DSliceAnimate

Animate individual slices of a 3D image

Function Resource: ImportGravatarImage

Import an avatar image from the Gravatar service

Function Resource: HypergraphAdjacencyMatrix

Find the adjacency matrix for vertices in a hypergraph

Function Resource: AspectRatioImagePad

Pad an image so its aspect ratio approximates a specified value

Function Resource: RotationMatrixToQuaternion

Convert a rotation matrix to an equivalent unit quaternion

Function Resource: QuaternionToRotationMatrix

Convert a unit quaternion to an equivalent rotation matrix

Function Resource: MatrixFormDivided

Add row and column dividing lines to MatrixForm

Function Resource: BlockDiagonalMatrix

Create a block-diagonal matrix from submatrices

Function Resource: GraphPathMatrix

Find the path matrix of a graph

Function Resource: ComputeMatrixFunction

Compute a function of a square matrix

Function Resource: GetLoremFlickrImage

Get random LoremFlicker free Creative Commons (CC) images

Function Resource: ImageLocatorPaneWithZoom

Create an interface to accurately select points on an image

Function Resource: RandomUnimodularMatrix

Return a pseudorandom unimodular matrix

Paclet Resource: LawrenceWinkler/MatrixDecomposition

Various simple matrix decompositions algorithms and support functions

Function Resource: BlurBackground

Blur the background of an image

Function Resource: CayleyMengerMatrix

Evaluate the Cayley-Menger matrix of a simplex

Function Resource: MatrixPartialTrace

Calculate a partial trace of a matrix

Function Resource: ImageGeoLocation

Find the location at which a picture was taken

Function Resource: MatrixFieldOfValues

Evaluate the boundary curve of the field of values of a matrix

Function Resource: LinearlyIndependent

Determine whether a set of vectors is linearly independent

Function Resource: NewtonCompanionMatrix

Generate the companion matrix for the Newton interpolating polynomial of a given set of points

Function Resource: MatrixMinimalPolynomial

Compute the minimal polynomial of a square matrix

Function Resource: QRImageEmbed

Embed an image in a QR code

Paclet Resource: WallGo/WallGoMatrix

Computes 2-to-2 scattering matrix amplitudes for arbitrary quantum field theories

Function Resource: RayTransferMatrix

Calculate the ray transfer matrix of a Gaussian optical system

Function Resource: MatrixGeometricMean

Compute the geometric mean of two matrices

Function Resource: MatrixPencilSolve

Find the null values and vectors for the pencil of a set of square matrices

Function Resource: AntidiagonalMatrixQ

Tests whether a matrix is an antidiagonal matrix

Function Resource: ProteinImageString

Visualize text with letters represented by protein structures

Function Resource: ExtractPlotImageData

Extract data from a plot image

Function Resource: ImageRayTraceBump

Add ray traced bump and highlights to an image

Function Resource: ImageInkOverWatercolor

Give an image the appearance that it has been painted in watercolor and then outlined in black ink

Function Resource: GaussianQuadratureMatrix

Symmetric tridiagonal matrix for Gaussian quadrature

Paclet Resource: AntonAntonov/MonadicSparseMatrixRecommender

A software monad for Sparse Matrix Recommender (SMR) workflows

Function Resource: RandomSparseSPDMatrix

Create a random sparse symmetric positive definite matrix

Function Resource: ConfusionMatrixFlip

Alter a confusion matrix by stochastically flipping classification results

Function Resource: NonNegativeMatrixFactorization

Decompose a matrix into two non-negative matrix factors

Paclet Resource: AntonAntonov/SSparseMatrix

Sparse matrices with named columns and rows

Function Resource: PinkBoxImageQ

Determine whether an image contains a pink color typically created by an error in a notebook

Function Resource: ConsistentAugmentedMatrixQ

Determine if a matrix represents a consistent system of linear equations

Paclet Resource: AntonAntonov/MermaidJS

Graphics and images corresponding to mermaid-js specifications

Function Resource: QuadratureWeightsToJacobiMatrix

Recover a Jacobi matrix from a list of abscissa-weight pairs

Function Resource: DensityMatrixToStateMultipole

Represent matrix elements via density state multipoles (statistical tensors)

Function Resource: StateMultipoleToDensityMatrix

Represent state multipoles (statistical tensors) via density matrix elements

Data Resource: Cover Image from A New Kind of Science

The cellular automaton evolution shown on the cover of Stephen Wolfram’s A New Kind of Science

Function Resource: BioSequenceFoldingMatrix

Build a matrix containing which biomolecular sequence positions can bond

Function Resource: OrthogonalPolynomialVandermondeMatrix

Generate the orthogonal polynomial Vandermonde matrix corresponding to a given vector

Data Resource: FashionMNIST

A small MNIST-like fashion product image dataset

Function Resource: ConfusionMatrixTrajectoryFunction

Construct a function that, when given a threshold probability value, produces a confusion matrix

Example Resource: Multiscale Image Representation with Image Pyramids

Create Gaussian and Laplacian pyramids to facilitate efficient multiscale image processing

Function Resource: ConfusionMatrixToClassifierMeasurementsObject

Convert a confusion matrix into a ClassifierMeasurementsObject from which statistics can be derived

Function Resource: TridiagonalInverse

Evaluate the inverse of a tridiagonal matrix

Function Resource: DecorrelationStretch

Apply a decorrelation stretch to an image

Function Resource: DirectedGraphTransferMatrix

Obtain partial probabilities of random walks on a directed graph

Function Resource: RandomPhoto

Get random photographs of given sizes

Data Resource: MNIST

Database of handwritten digits commonly used for training image processing systems

Function Resource: ShowAlphaChannel

Show the alpha channel of an image as a checkerboard pattern

Function Resource: RowSpace

Compute properties of the row space of a matrix

Function Resource: ColumnSpace

Compute properties of the column space of a matrix

Function Resource: LDLDecomposition

Find the LDL decomposition of a Hermitian matrix

Function Resource: RandomSparseSPDMatrixProbNum

Create a random sparse symmetric positive definite matrix using the Python package ProbNum

Function Resource: Pfaffian

Compute the Pfaffian of an antisymmetric (skew-symmetric) matrix

Function Resource: SteganographyInsert

Hide content in an image

Example Resource: Compare Images Using Coupled Dynamic Image Objects

Compare two satellite images of Venice, Italy, using an interactive graphical user interface

Function Resource: SubmatrixReplace

Efficiently replace rectangular submatrices of an input data matrix

Function Resource: Jigsaw

Turn an image into a jigsaw puzzle

Example Resource: Image Vectorization

Apply smoothing and quantization to a raster image to make it more suitable for vectorization

Function Resource: DesaturateExcept

Desaturate an image except for a specified color or colors

Function Resource: StableDiffusionSynthesize

Synthesize images using the Stable Diffusion neural network

Function Resource: SkewLTLDecomposition

Tridiagonalize an antisymmetric (skew-symmetric) matrix using the Parlett-Reid algorithm

Function Resource: ZeroDiagonal

Replace the diagonal of an arbitrary matrix with zeros

Function Resource: AasenDecomposition

Compute the Aasen decomposition of a Hermitian matrix

Example Resource: Interactive Image Measurements

Create a custom interface to interactively measure objects in an image

Function Resource: RasterizeGraphicsCells

Convert cells with graphics to bitmaps

Function Resource: HueShift

Apply a hue shift to an image

Example Resource: Stitching of Microscope Images

Obtain the entire image of a larger specimen by stitching images together

Function Resource: CatMap

Apply a cat map to an image

Function Resource: Nullity

Compute the nullity of a matrix

Function Resource: GridSampleLayer

Define a neural net layer for image transformation based on input and index grids

Function Resource: BialternateSum

Get the bialternate sum matrix of a square matrix

Function Resource: BlockSubmatrices

Decompose a matrix into a comprehensive set of smaller matrices

Function Resource: AppendColumn

Append a column to the right of a matrix

Function Resource: PrependColumn

Prepend a column to the left of a matrix

Function Resource: MandelbrotSetRemap

Apply functions to remap the Mandelbrot set

Function Resource: AlphaChannelSetter

Interactively add alpha transparency to an image

Paclet Resource: MSollami/MathFX

Visual software art utilities

Function Resource: CanineVision

See images through a dog's eyes

Example Resource: Smooth the Boundary of a Region

Use the curvature flow image filter to smooth the boundary of a snowflake

Example Resource: Create a Maze from an Image

Create a maze image by computing a shortest tour through a set of image points

Function Resource: PhotoHiddenMessage

Send short messages secretly through photos

Example Resource: Colorize Electron Microscopy Images

Train a neural network to automatically colorize monochrome electron microscopy images

Example Resource: Focus Stacking of Microscopic Images

Construct a sharp image by combining several images at different focus distances

Function Resource: GramianReduce

Find a unimodular conversion matrix corresponding to a lattice Gramian matrix

Function Resource: GraphicsInformation

Get information about the rendered form of a Graphics object

Function Resource: RationalCholeskyDecomposition

Compute the rational Cholesky decomposition of a matrix

Function Resource: ImportHEALPix

Import a file that contains HEALPix encoded data

Function Resource: NEigenvalueSumGradient

Numerically evaluate the gradient of a function summed over the eigenvalues of a matrix, with respect to matrix parameters

Example Resource: Train a Custom Image Classifier

Retrain an image classifier network to automatically distinguish dromedaries from camels

Function Resource: BirdSay

Have a bird say an expression

Function Resource: SymmetricSort

Symmetrically reorder the rows and columns of a square matrix

Example Resource: Identify and Label Parts of an Image

Use a pre-trained neural net to segment an image into semantic concepts

Function Resource: SVGImport

Import an SVG file as a graphics object

Example Resource: Equalize the Brightness in an Image

Adjust the skewed brightness distribution of a microscopy image caused by uneven illumination

Function Resource: FindSubmatrix

Find a submatrix in an array matching a pattern

Data Resource: Face Mask computer-vision training dataset

Images of people's faces with a face mask and without a face mask

Example Resource: Visualize Depth in a Single Image

Use a pre-trained neural net to estimate the depth

Example Resource: Recognize Molecules from Images

Search external databases for information on a Molecule object obtained from an image

Function Resource: VideoColorMap

Create a "color map" image from a video

Function Resource: IntensifiesFrames

Label an image and generate the frames of the popular [Intensifies] meme

Function Resource: ExifAltitude

Extract the elevation that an image was taken at with the EXIF metadata attached to a file

Paclet Resource: Wolfram/LLMFunctions

Language model and other API based machine learning functions for the WL

Example Resource: Replace a Daytime Background with a Nighttime Image

Use color-based segmentation to find a uniform color background

Function Resource: GOESEastAnimate

Animates one day of GOES-East satellite imagery

Function Resource: BidiagonalDecomposition

Compute the bidiagonal decomposition of a numerical matrix

Example Resource: Efficient Image Zooming Using Multiscale Pyramids

Create a Gaussian image pyramid for zooming into a large image

Example Resource: Smooth Image Assembly using Multiscale Blending

Split and merge two images at different scales using image pyramids

Function Resource: WolfieSay

Have Wolfie say an expression

Function Resource: BuildBioSequenceBondListFromFoldingMatrix

Construct all potential bond lists from a folding matrix associated with a biomolecular sequence

Function Resource: BakersMap

Apply baker's map on an image

Function Resource: BlockEntropy

Calculate the joint information entropy of a data matrix

Function Resource: PopovDecomposition

Compute the Popov decomposition of a matrix of univariate polynomials

Example Resource: Tone Mapping Using Simple Image Arithmetic

Prototype a tone-mapping algorithm to make dark pixels of an image visible in the standard dynamic range

Function Resource: PairwiseScatterPlot

Construct a scatter plot matrix

Function Resource: FaustGrayscaleConvert

Convert a color or an image to grayscale using Faust's method

Function Resource: ShapeOperator

Compute the shape operator on a surface

Function Resource: BranchialGraphs

Depict branch-like connections between components of a directed acyclic graph

Example Resource: Transform a Region Using Image Processing Filters

Convert a 3D region into a 3D image, deform and transform it back to the mesh region

Example Resource: Simple Image Contrast Boosting

Build a contrast booster using arithmetic and statistical operations

Function Resource: GeneralizedVariance

Find the determinant of the covariance matrix

Function Resource: FloydSteinbergDithering

Apply Floyd–Steinberg dithering to an image

Example Resource: Classify Pollen Images Using Neural Nets

Use image feature extraction and neural networks to classify pollen samples of different flowers

Function Resource: VoronoiNoise

Create an image based on Voronoi noise

Function Resource: IndependentComponentAnalysis

Decompose a matrix into Independent Component Analysis matrix factors

Function Resource: WhiteningTransform

Transform data such that its covariance matrix is the identity matrix

Example Resource: Train LeNet to Classify Images of FashionMNIST

Classify images of a dataset of labeled fashion images

Example Resource: Count Gear Teeth Using Image Contours

Develop a convex hull–based algorithm to analyze the shape of gears

Function Resource: PolynomialHermiteDecomposition

Compute the Hermite decomposition of a matrix of univariate polynomials

Function Resource: GaussianHessenbergDecomposition

Compute the Gaussian Hessenberg decomposition of a matrix

Function Resource: RandomRotationQuaternion

Return uniformly distributed random rotations in quaternion form

Function Resource: ArrayCrop

Remove padding from an array

Function Resource: Antidiagonal

Give the antidiagonal of a matrix

Function Resource: LinearlyConsistentQ

Determine if a linear system has a solution

Function Resource: FullQRDecomposition

Compute the full QR decomposition of a matrix

Function Resource: FullRankDecomposition

Compute a full rank decomposition of a matrix

Function Resource: PebbleStoneEffect

Perform a pebble stone–like effect on an image

Function Resource: MinSumPermutation

Find a permutation that minimizes a matrix sum

Function Resource: OccludeFaces

Occlude all human faces in a given image

Function Resource: GershgorinDisks

Show the Gershgorin disks of a square matrix

Example Resource: Detect, Recognize & Highlight Objects in an Image

Function Resource: BitStringNullSpace

A memory efficient form of computing the null space of a matrix modulo 2

Paclet Resource: ZigangPan/RouthHurwitz

The true Routh Hurwitz test and more

Function Resource: SpeechBubble

Decorate an expression with a speech bubble frame

Example Resource: Find the Longest Path in a Molecule

Use the distance matrix and shortest path algorithm to find the longest through-bond communication path in a tRNA connector

Function Resource: NormalTexture

Generate a normal texture from height data

Function Resource: FirstOrderCorrelation

Compute the first order correlation matrix from an original correlation matrix

Function Resource: LaTeXPreview

Render LaTeX as an image

Function Resource: BialternateProduct

Calculate the bialternate product of two square matrices

Function Resource: LinearConstraints

Determine the consistency equations required for a system of linear equations to have a solution

Function Resource: LinearCombination

Decompose a vector into a linear combination of a set of vectors

Data Resource: Minecraft Block Types

Wolfram Language EntityStore with IDs and sample images for 150+ types of Minecraft blocks

Function Resource: SignLogDet

Compute the sign and natural logarithm of the determinant of a matrix

Function Resource: BugOutEffect

Apply a bulging-eye special effect to faces

Function Resource: DeepDreamAlpha

Render the image using the DeepDream-α algorithm

Example Resource: Create Super-Resolution Images Using Neural Networks

Function Resource: PolarDecomposition

Compute the polar decomposition of a matrix

Function Resource: DeepDreamBeta

Render an image using the DeepDream-β algorithm

Function Resource: TotalVariation

Get the total variation of a matrix

Example Resource: Highlight Edges in an Image with a Custom-Designed Differentiator FIR Filter

Build a custom differentiator filter and apply it to an image

Function Resource: LogoQRCode

Generate a QR code with an image embedded in the center

Neural Net Resource: Colorful Image Colorization Trained on ImageNet Competition Data

Colorize a grayscale image

Function Resource: RandomFractalArt

Make a random fractal image based on the Mandelbrot set

Function Resource: BarningHallTree

Generate primitive Pythagorean triples in a tree form using Fibonacci matrices

Function Resource: Stereogram3D

Create a stereoscopic image with a 3D effect

Function Resource: ToCompressedBoxes

Generate boxes corresponding to the printed form of an expression that are compressed where possible

Function Resource: HessianDeterminant

Compute the Hessian determinant of a function with respect to a list of variables

Function Resource: WishartDistribution

Represent the Wishart distribution

Neural Net Resource: ColorNet Image Colorization Trained on ImageNet Competition Data

Colorize a grayscale image

Function Resource: PixelSort

Sort pixels of an image to generate a pixel sorting glitch effect

Function Resource: NotebookCellData

Get structured data about a notebook's cells

Function Resource: NearestKroneckerProductSum

Approximate a numerical matrix as sum of Kronecker products

Function Resource: ExtendedGroebnerBasis

Compute a Groebner basis and a conversion matrix from the input polynomials to the basis

Example Resource: 3D Facial Reconstruction from 2D Images

Use neural networks to estimate the shape of a face with unguided volumetric regression

Function Resource: DiagonalizeQuadratic

Write a quadratic expression as a sum of squares by eliminating its mixed terms and then completing squares

Function Resource: AdjacencyHypergraph

Compute the hypergraph with a specified adjacency tensor

Data Resource: Minimal Inequivalent Square Tilings

A dataset of images and constraints for the minimal inequivalent square tilings, along with the allowed tiles that generate the tiling

Paclet Resource: PeterBurbery/LinearAlgebraPaclet

A paclet for linear algebra and its applications

Function Resource: ReadPNG

Efficiently read a PNG file from disk and return the image

Function Resource: SimplexMedian

Get the simplex median of the elements of a matrix

Function Resource: WeyrDecomposition

Compute the Weyr decomposition of a square matrix

Function Resource: EllipsoidQuartiles

Find the ellipsoidal loci of the quartiles of matrix

Function Resource: LogarithmicNorm

Evaluate the logarithmic norm of a square matrix

Function Resource: OrderedSchurDecomposition

Compute the ordered Schur decomposition of a matrix

Data Resource: CIFAR-100

CIFAR-100 computer-vision training dataset

Data Resource: CIFAR-10

CIFAR-10 computer-vision training dataset

Function Resource: QuantumTensorAutomaton

A quantum cellular automaton model that evolves the tensor product of a collection of initial qubits using arbitrary compositions of unitary operators for a finite number of steps

Function Resource: SciPyObject

A minimal PythonObject configuration for the SciPy package

Function Resource: CompileColorFunction

Compile a color function for improved performance in colorizing images

Example Resource: Experiment with Color Quantization and Compression with GIF Export

Use color quantization to improve image export and compare different quantization methods

Function Resource: ElasticData

Compute elastic properties of a material with a specified elastic tensor (stiffness matrix)

Paclet Resource: JaneShenGunther/TCGADataTool

TCGA Data Tool retrieves TCGA cancer datasets easily from the NCI GDC and TCIA portals

Example Resource: Keypoint-Based Video Stabilization

Use keypoints and estimate geometric transformations between video frames to stabilize a video

Function Resource: TextToKaleidoscope

Create a square-symmetric image from a long string of text

Function Resource: ExtendedLatticeReduce

Compute a reduced basis for a set of vectors, along with a unimodular matrix that converts from the vectors to the reduced basis

Example Resource: Segment and Analyze Blood Cells

Use blob analysis techniques to mark the location and size of cells in a microscopy image

Example Resource: Use Contours to Make Hand Drawings

Create hand drawings of objects in images using Fourier of contour points

Function Resource: StringObfuscate

Generate an image of a string that is obfuscated so as to resist interpretation by automated systems

Example Resource: Remove Background Features from a CT Scan

Use segmentation and segment selection techniques to remove background features from an image

Function Resource: ColumnSpaceBasis

Return a basis for the subspace spanned by the columns of a matrix

Function Resource: RowSpaceBasis

Return a basis for the subspace spanned by the rows of the matrix

Data Resource: FER-2013

The Facial Expression Recognition 2013 (FER-2013) Dataset

Function Resource: LinearAlgebraMod

Perform matrix operations over a finite field

Function Resource: HypergraphToGraph

Convert a hypergraph to a graph with the same distance matrix

Function Resource: DisplaySudokuPuzzle

Display a square matrix in a sudoku-puzzle format

Function Resource: PivotColumns

Get the positions of the columns that are pivot columns of a matrix

Function Resource: TukeyMedianPolish

Find row and column effects in a data matrix by repeatedly subtracting the median

Paclet Resource: TheRealCStover/MATrixLinearAlgeBra

A collection of WL implementations of Matlab functions

Example Resource: Fooling Neural Networks

Construct illusions for image classification networks

Example Resource: Interactively View Fluorescent Uptake of Cells

Segment and identify cells with more than a certain fluorescent uptake

Function Resource: BresenhamPoints

Calculate integer 2D point locations along a line using Bresenham's method

Example Resource: Radon Transforms

Transform an image to appear as in a medical CT scan

Data Resource: Nocturnal Jet Wind Profiles Measured with WiPPR

Measurements of vertical wind profiles measured at night in the Arizona desert using a high dynamic range, Ka band radar

Example Resource: Background Removal Using Color Neighborhoods

Find image pixels with colors near a specified color

Neural Net Resource: EfficientNet Trained on ImageNet

Identify the main object in an image

Function Resource: PivotedLUDecomposition

Compute the LU decomposition of a matrix with different pivoting methods

Example Resource: Segment a 3D Volume via Region Growing

Apply segmentation to an electron microscopy image of hippocampus tissue

Data Resource: Seven Year Microwave Sky

The detailed, all-sky picture of the infant universe created from seven years of WMAP data

Function Resource: TracySinghProduct

Calculate the Tracy–Singh product of two matrices

Function Resource: AntidiagonalTotals

Give the totals of the entries on the rising diagonals of a square matrix

Function Resource: ObjectDetectionAnchorBoxes

Create an array of candidate bounding boxes for object detection (anchors)

Function Resource: ConformColors

Create a list of colors of the same type and same number of arguments

Example Resource: Multiscale Feature Detection

Apply gradient filtering or saliency filtering to images

Example Resource: Keypoints for a Projective Transformation

Use ORB keypoint descriptors to compute an image transformation

Neural Net Resource: ColorNet Image Colorization Trained on Places Data

Colorize a grayscale image

Function Resource: ColorWheelSelector

Display a color wheel in the HSB color space and select a color

Function Resource: ColorToHex

Convert a color to a hex string

Function Resource: ViridisColor

Get one of five related color schemes with favorable perceptual properties

Data Resource: Stanford Dragon

3D model of the Stanford Dragon

Data Resource: Stanford Happy Buddha

3D model of the Stanford Happy Buddha

Example Resource: Find the Gap in a CT Scan of a Spine

Use the image processing and geometric computation frameworks to find the gap in an image

Example Resource: See How a Neural Net Works

Visualize the inner working of a trained image classification network

Function Resource: KirchhoffHypergraph

Compute the hypergraph with a specified Kirchhoff tensor (Laplacian)

Neural Net Resource: CycleGAN Horse-to-Zebra Translation Trained on ImageNet Competition Data

Turn horses into zebras in a photo

Neural Net Resource: CycleGAN Zebra-to-Horse Translation Trained on ImageNet Competition Data

Turn zebras into horses in a photo

Neural Net Resource: CycleGAN Orange-to-Apple Translation Trained on ImageNet Competition Data

Turn oranges into apples in a photo

Neural Net Resource: CycleGAN Apple-to-Orange Translation Trained on ImageNet Competition Data

Turn apples into oranges in a photo

Paclet Resource: AntonAntonov/ROCFunctions

Receiver Operating Characteristic (ROC) functions

Neural Net Resource: Wolfram ImageIdentify Net V1

Identify the main object in an image

Example Resource: Blood Cell Identification

Segment and classify normal and burr cells

Example Resource: Creative Art Using Nested Style Transfer

Apply style transfer to an image to generate new creative art

Example Resource: Classify Cells Based on Their Shape

Use convexity defects to classify cells

Data Resource: Sample Data: Satellite

Classify the type of land surface of a scene photographed by the Landsat MSS satellite given four digital images of the scene taken in different spectral bands

Data Resource: Stanford Armadillo

3D model of the Stanford Armadillo

Data Resource: Sample 3D Model: Fan Disk

3D model of a fan disk component

Data Resource: D'Arcy Thompson Zoology Museum 3D Anatomical Models

Models from the museum at the University of Dundee, Scotland

Data Resource: Sample 3D Model: Suzanne

3D model of a chimpanzee head

Data Resource: Stanford Bunny

3D model of the Stanford Bunny

Data Resource: Space Shuttle 3D Model

3D test model of a space shuttle

Data Resource: Viking Lander 3D Model

3D test model of a Viking lunar lander

Neural Net Resource: Vision Transformer Trained on ImageNet Competition Data

Identify the main object in an image

Example Resource: Texture-Based Segmentation

Segment an image using the orientation of its local texture and highlight the two segments

Neural Net Resource: EfficientNet Trained on ImageNet with NoisyStudent

Identify the main object in an image

Function Resource: ProbNumObject

PythonObject configuration for the Python package ProbNum

Neural Net Resource: VGG-16 Trained on ImageNet Competition Data

Identify the main object in an image

Neural Net Resource: VGG-19 Trained on ImageNet Competition Data

Identify the main object in an image

Neural Net Resource: BLIP Image Captioning Nets Trained on MS-COCO Data

Generate a textual description of an image

Neural Net Resource: EfficientNet Trained on ImageNet with RandAugment

Identify the main object in an image

Neural Net Resource: EfficientNet Trained on ImageNet with AutoAugment

Identify the main object in an image

Neural Net Resource: YOLO V3 Trained on Open Images Data

Detect and localize objects in an image

Neural Net Resource: Ademxapp Model A Trained on ImageNet Competition Data

Identify the main object in an image

Example Resource: Object Recognition & Tracking in Videos

Detect and track an object in a video

Function Resource: NonMaximumSuppression

Filter regions based on their overlap

Example Resource: Simple Face Recognition

Implement a simple face recognition algorithm by classifying facial descriptors

Neural Net Resource: BLIP Image-Text Matching Nets Trained on Captioning Datasets

Find the similarity score between a text and an image

Function Resource: InstEffect

Apply Instagram-like effects to your photos

Neural Net Resource: ResNet-152 Trained on ImageNet Competition Data

Identify the main object in an image

Paclet Resource: Wolfram/GeometricAlgebra

Computational tools for Geometric Algebras

Neural Net Resource: ResNet-50 Trained on ImageNet Competition Data

Identify the main object in an image

Neural Net Resource: ResNet-101 Trained on ImageNet Competition Data

Identify the main object in an image

Example Resource: Face Analysis from Star Trek Video

Identify the faces of a set of of characters in a Star Trek promotional video

Function Resource: EigenvectorPlot

Visualize the Eigenvectors of a 2 x 2 or 3 x 3 matrix

Function Resource: QuadraticResidueAcousticDiffuser

Compute a matrix of well depth values representing a quadratic-residue diffuser

Function Resource: TensorPureFunction

Get a pure function whose argument is a vector or a matrix for a given tensor

Paclet Resource: AntonAntonov/DimensionReducers

Dimension reduction algorithms

Neural Net Resource: StarGAN Trained on CelebA Data

Translate an image from one domain to another

Neural Net Resource: Inception V1 Trained on ImageNet Competition Data

Identify the main object in an image

Neural Net Resource: Inception V3 Trained on ImageNet Competition Data

Identify the main object in an image

Neural Net Resource: DenseNet-121 Trained on ImageNet Competition Data

Identify the main object in an image

Paclet Resource: AntonAntonov/MonadicGeometricNearestNeighbors

Software monad for Geometric Nearest Neighbors workflows

Example Resource: Create a Slow Motion Video with Optical Flow

Interpolate between existing image frames to create a slow motion sequence

Neural Net Resource: ShuffleNet-V2 Trained on ImageNet Competition Data

Identify the main object in an image

Neural Net Resource: ShuffleNet-V1 Trained on ImageNet Competition Data

Identify the main object in an image

Example Resource: Generate Art with Learned Pixel Distributions

Learn the underlying distribution of images to create artistic images with high resolution

Example Resource: Detect Rotating Objects in a Video

Apply vector field analysis on image displacements to capture video dynamics

Function Resource: TableQ

Similar to ArrayQ, except it allows for ragged collections of nested lists

Function Resource: BitStringLinearSolve

A memory efficient form of solving linear systems modulo 2

Function Resource: RandomMandala

Make random mandala plots

Function Resource: DivergentColorFunction

Create a diverging color map with a neutral central color

Function Resource: GeoInsetMap

Generate maps within maps of a specific location

Function Resource: XKCDConvert

Modify graphics to appear hand-drawn in the style of the xkcd cartoon series

Function Resource: ColorFunctionRipple

Give a color function a periodic perturbation

Neural Net Resource: EfficientNet-V2 Trained on ImageNet-21K

Identify the main object in an image

Neural Net Resource: EfficientNet Trained on ImageNet with AdvProp and AutoAugment

Identify the main object in an image

Neural Net Resource: EfficientNet-V2 Trained on ImageNet Competition Data

Identify the main object in an image

Function Resource: FindExactCover

Find row subsets of an input binary matrix that sum to 1 in each column

Neural Net Resource: CoCa Image Captioning Nets Trained on LAION-2B Data

Represent words and images as vectors

Neural Net Resource: SqueezeNet V1.1 Trained on ImageNet Competition Data

Identify the main object in an image

Function Resource: FindTheMonk

Create a game in which you must find a monk among many people

Function Resource: NiceGrid

Nicely format data in various structures into a grid format

Neural Net Resource: MobileNet V2 Trained on ImageNet Competition Data

Identify the main object in an image

Example Resource: Measurement of Dye Concentration

Use a color deconvolution algorithm to separate a microscopy image of stained tissue samples

Function Resource: MermaidInk

Get an image corresponding to a Mermaid-JS specification via the web Mermaid-Ink interface of Mermaid-JS

Neural Net Resource: CycleGAN Monet-to-Photo Translation

Turn a Monet-style painting into a photo

Neural Net Resource: CycleGAN Photo-to-Monet Translation

Turn a photo into a Monet-style painting

Neural Net Resource: CycleGAN Winter-to-Summer Translation

Turn a wintertime photo into a summertime photo

Neural Net Resource: CycleGAN Summer-to-Winter Translation

Turn a summertime photo into a wintertime photo

Neural Net Resource: CycleGAN Photo-to-Cezanne Translation

Turn a photo into a Cezanne-style painting

Neural Net Resource: Squeeze-and-Excitation Net Trained on ImageNet Competition Data

Identify the main object in an image

Neural Net Resource: DoubleU-Net Trained on Medical Image Segmentation Datasets

Segment medical images performing a task-dependent binary classification

Function Resource: MultidimensionalScaling

Reduce a matrix of real values to low dimension using the principal coordinates analysis method

Neural Net Resource: Wide ResNet-50-2 Trained on ImageNet Competition Data

Identify the main object in an image

Neural Net Resource: CycleGAN Photo-to-Van Gogh Translation

Turn a photo into a Van Gogh-style painting

Function Resource: DixonResultant

Compute the Dixon resultant with respect to a set of polynomials and variables

Neural Net Resource: Single-Image Depth Perception Net Trained on Depth in the Wild Data

Estimate the depth map of an image

Paclet Resource: ChristopherWolfram/OpenAILink

GPT, DALL-E, and more through the OpenAI API

Neural Net Resource: YOLO V8 Classify Trained on ImageNet Competition Data

Identify the main object in an image

Function Resource: StopCamera

Stop a specified camera on your computer

Data Resource: Paul Revere's Social Network in Colonial Boston

Dataset of associations among political groups in colonial Boston 1762 - 1775

Neural Net Resource: MobileNet V1 Trained on ImageNet Competition Data

Identify the main object in an image

Neural Net Resource: Stable Diffusion V1

Generate photorealistic images

Neural Net Resource: MobileNet V3 Trained on ImageNet Competition Data

Identify the main object in an image

Function Resource: CosDiceLossLayer

A NetGraph layer implementing cos-dice loss

Function Resource: SolarVideo

Generate videos of the Sun from many NASA/ESA scientific instruments

Function Resource: HexToColor

Convert hex strings into colors

Function Resource: SimulateAnimalVision

Simulate what an animal sees

Data Resource: Sample Data: UCI Letter

Letter recognition dataset

Neural Net Resource: Single-Image Depth Perception Net Trained on NYU Depth V2 Data

Estimate the depth map of an image

Paclet Resource: PeterBurbery/NewMazePaclet

A paclet for mazes

Example Resource: Find the Period of the Gait of an Animated Woolly Mammoth

Find the period of the gait of an animated mammoth

Neural Net Resource: Pix2pix Photo-to-Street-Map Translation

Generate a street map from a satellite photo

Neural Net Resource: Pix2pix Street-Map-to-Photo Translation

Generate a satellite photo from a street map

Function Resource: PolyPainting

Create a low polygon style painting

Function Resource: CurveToBSplineFunction

Create a smooth parametrized function from a list of points with flexible control over smoothing

Function Resource: CreateFace

Retrieve the face of a nonexistent person from this-person-does-not-exist.com

Example Resource: Microscope-Specific File Formats

Use Bio-Formats to import and read microscopy image data and metadata

Data Resource: Canonical Polyhedra

The canonical forms of polyhedra with 4 to 9 faces

Function Resource: Polyomino

Give all the polyominoes of a specified rank

Neural Net Resource: Single-Image Depth Perception Net Trained on NYU Depth V2 and Depth in the Wild Data

Estimate the depth map of an image

Data Resource: Arecibo Telescope 1974 Transmitted SETI Message

A sequence intended for communication with extraterrestrial intelligence, transmitted in 1974 from the Arecibo radio telescope

Function Resource: StartCamera

Start a specified camera on your computer

Function Resource: OrthogonalPolynomialVandermondeSolve

Solve an orthogonal polynomial Vandermonde linear system

Function Resource: ToTensor

Convert an expression involving ArrayDot, Dot, Transpose, Tr or MatrixPower into an equivalent expression using TensorContract

Example Resource: Train an Age Estimation Network

Use surgery functionality to train a net from the Wolfram Neural Net Repository

Function Resource: Spirograph

Plot a spirograph

Function Resource: HatHexagons

Generate the hat tiling using combinatorial hexagons

Example Resource: Generate Nutrition Labels by Scanning PLU Codes

Get price look-up codes from images of barcodes

Data Resource: GMM-3 Mars Gravity Map

Goddard Mars Model 3 map of the gravity field of Mars

Data Resource: Mister Rogers' Sweater Colors

Colors of sweaters worn by Fred Rogers on episodes of Mister Rogers' Neighborhood

Neural Net Resource: U2-Net Portrait Generator Trained on APDrawing Data

Generate a portrait sketch from a photo

Example Resource: Distinguish Daytime from Nighttime Pictures

Train a simple classifier to distinguish daytime photos from nighttime ones

Paclet Resource: AntonAntonov/MonadicLatentSemanticAnalysis

Software monad for Latent semantic analysis

Neural Net Resource: Sketch-RNN Trained on QuickDraw Data

Generate hand-drawn sketches

Example Resource: Pepper Pungency on the Scoville Scale

Plot the ranking of peppers by their Scoville heat rating and create a peppers image collage

Example Resource: Compare the Shape of Different Countries

Calculate shape distances between countries using canonical time warping

Example Resource: Compare Two ECG Signals Using DTW

Use the dynamic time warping distance to compare two heartbeat signals

Data Resource: Video Games

Dataset from the Internet Games Database API as of June 2018

Paclet Resource: AntonAntonov/DataReshapers

Data reshaping functions

Neural Net Resource: Very Deep Net for Super-Resolution

Increase the resolution of an image

Neural Net Resource: U2-Net Trained on DUTS-TR Data

Segment objects in an image

Data Resource: Babe Ruth Home Runs

Details about every regular-season major league home run hit by Babe Ruth

Neural Net Resource: AdaIN-Style Trained on MS-COCO and Painter by Numbers Data

Transfer the style of one image to another image

Neural Net Resource: Enhanced Super-Resolution GAN Trained on DIV2K, Flickr2K and OST Data

Increase the resoution of an image

Function Resource: AutomaticReport

Create an automatic report from a given text query

Data Resource: Gridded World Population Density

UN-adjusted gridded world population density for the years 2000, 2005, 2010, and 2015

Example Resource: Find the Most Similar Face

Use facial descriptors to create a simple face recognition system

Example Resource: Remove Noise from a Signal with a Lowpass Filter

Example Resource: Photo Colorization

Use networks provided in the Wolfram Neural Net Repository to automatically colorize grayscale photos

Paclet Resource: PeterBurbery/NewLinearAlgebraPaclet

A paclet for linear algebra

Paclet Resource: AntonAntonov/NLPTemplateEngine

Code generation by filling in templates using NLP techniques

Function Resource: GeneralizedSmoothStep

A generalized sigmoidal interpolating polynomial

Paclet Resource: AntonAntonov/SoftwareDesignMethodsWithWLBook

The book "Software Design Methods with Wolfram Language" as a paclet

Paclet Resource: AntonAntonov/MonadicContextualClassification

A monad for machine learning classification workflows

Paclet Resource: AntonAntonov/MonadicSystemDynamics

Software monad for System Dynamics workflows

Paclet Resource: AntonAntonov/AssociationRuleLearning

Functions for association rule learning

Paclet Resource: AntonAntonov/DSLTranslation

Translation of natural language commands to code

Paclet Resource: AntonAntonov/CallGraph

Call graph generation

Function Resource: CubehelixColorFunction

Generate color functions using the "cubehelix" method

Function Resource: FastFourierGraph

Create a fast Fourier transform calculation in graphical form

Function Resource: CollinearQ

Determine whether a set of points lie on a line

Function Resource: CoplanarQ

Determine whether a set of points lies in a plane

Example Resource: Similarity of Instrument Recordings

Use distance metric functions on audio features extracted from audio signals to compute similarity

Function Resource: GraphCoordinationSequence

Find the number of vertices at each distance in a symmetric graph

Function Resource: PhylogeneticTreePlot

Plot a dendrogram for a set of genome nucleotide sequences

Function Resource: BalabanJ

Compute the Balaban J index of an undirected graph or a molecule

Function Resource: SzegedIndex

Compute the Szeged index of an undirected graph or a molecule

Function Resource: SchultzMTI

Compute the Schultz molecular topological index of an undirected graph or a molecule

Function Resource: XuIndex

Compute the Xu index of an undirected graph or a molecule

Function Resource: CrossTabulate

Compute the contingency table for a two- or three- column dataset or array

Neural Net Resource: OpenCLIP Multi-domain Feature Extractor Trained on LAION-2B Data

Represent words and images as vectors

Example Resource: Recognize Keywords in Speech

Compute the probabilities and locations of a set of words in a recording

Neural Net Resource: YOLO V2 Trained on MS-COCO Data

Detect and localize objects in an image

Neural Net Resource: OpenFace Face Recognition Net Trained on CASIA-WebFace and FaceScrub Data

Represent a facial image as a vector

Neural Net Resource: CLIP Multi-domain Feature Extractor

Represent words and images as vectors

Neural Net Resource: Unguided Volumetric Regression Net for 3D Face Reconstruction

Reconstruct a 3D facial image from a 2D facial image

Function Resource: SameSpanQ

Determine whether two lists of vectors span the same subspace

Function Resource: DottedArrayPlot

Plot an array of values, with dots at specified positions

Function Resource: VectorSubspaceQ

Determine if the span of one list of vectors is contained in the span of a second list of vectors

Function Resource: RecurrencePlot

Visualize the recurrence of a single discrete time series on a lattice

Function Resource: GaussianBeam

Represent a Gaussian beam and its parameters

Neural Net Resource: LeNet Trained on MNIST Data

Identify the handwritten digit in an image

Neural Net Resource: SSD-VGG-300 Trained on PASCAL VOC Data

Detect and localize objects in an image

Neural Net Resource: SSD-VGG-512 Trained on MS-COCO Data

Detect and localize objects in an image

Neural Net Resource: SSD-VGG-512 Trained on PASCAL VOC2007, PASCAL VOC2012 and MS-COCO Data

Detect and localize objects in an image

Function Resource: ArrayCropPad

Crop uniform values from the edges of an array

Neural Net Resource: ResNet-101 Trained on Augmented CASIA-WebFace Data

Represent a facial image as a vector

Function Resource: Triangle3DTo2D

Given a 3D triangle, return an equivalent 2D triangle along with a transformation function

Neural Net Resource: MiDaS V2.1 Depth Perception Nets Trained on Multiple-Datasets

Estimate the depth map of an image

Neural Net Resource: YOLO V5 Trained on MS-COCO Data

Detect and localize objects in an image

Neural Net Resource: ResNet-101 for 3D Morphable Model Regression Trained on Casia WebFace Data

Represent a facial image as a vector

Neural Net Resource: SSD-MobileNet V2 Trained on MS-COCO Data

Detect and localize objects in an image

Neural Net Resource: OpenCLIP Multi-domain Feature Extractor Trained on DataComp-1B Data

Represent words and images as vectors

Neural Net Resource: RetinaNet-101 Feature Pyramid Net Trained on MS-COCO Data

Detect and localize objects in an image

Neural Net Resource: Inception V1 Trained on Places365 Data

Identify the scene type of an image

Example Resource: Animate a Map of Plant Imagery

Create a smooth video animation of NDVI plant health NASA remote sensing imagery from NASA GIBS over a specified date range

Function Resource: CellBoundingRectangle

Get the bounding rectangle coordinates for a cell as it appears in a notebook

Neural Net Resource: BLIP Visual Question Answering Nets Trained on VQA Data

Generate an answer to a question given an image

Function Resource: ReflectPoints

Reflect a set of points over a line, plane or hyperplane defined by points

Function Resource: GramP

Evaluate the Gram polynomial

Function Resource: PermutationSkewSum

Compute the skew sum of permutation lists

Function Resource: PermutationDirectSum

Compute the direct sum of permutation lists

Function Resource: WienerIndex

Compute the Wiener index of a graph

Function Resource: SymbolicFourier

A symbolic version of the Fourier function

Neural Net Resource: Pose-Aware Face Recognition in the Wild Nets Trained on CASIA WebFace Data

Represent a facial image as a vector

Neural Net Resource: CapsNet Trained on MNIST Data

Identify the handwritten digit in an image

Neural Net Resource: SSD Feature Pyramid Nets Trained on MS-COCO Data

Detect and localize objects in an image

Neural Net Resource: PSENet Text Detector Trained on ICDAR-2015 and CTW1500 Data

Detect and localize text in an image

Neural Net Resource: DBNet Text Detector Trained on ICDAR-2015 and Total-Text Data

Detect and localize text in an image

Neural Net Resource: YOLO V8 Detect Trained on MS-COCO Data

Detect and localize objects in an image

Neural Net Resource: CenterNet Trained on MS-COCO Data

Detect and localize objects in an image

Neural Net Resource: YOLOX Trained on MS-COCO Data

Detect and localize objects in an image

Neural Net Resource: EfficientDet Trained on MS-COCO Data

Detect and localize objects in an image

Neural Net Resource: YOLOR Trained on MS-COCO Data

Detect and localize objects in an image

Neural Net Resource: PANet Text Detector Trained on ICDAR-2015 and CTW1500 Data

Detect and localize text in an image

Neural Net Resource: Scaled-YOLO V4 Trained on MS-COCO Data

Detect and localize objects in an image

Neural Net Resource: Inception V1 Trained on Extended Salient Object Subitizing Data

Count the number of prominent items in an image

Function Resource: ShadowShow

Show a graphics object with simulated background shadow

Neural Net Resource: FastSAM Trained on MS-COCO Data

Detect, segment and localize objects in an image

Neural Net Resource: U-Net Trained on Glioblastoma-Astrocytoma U373 Cells on a Polyacrylamide Substrate Data

Segment a microscopy image to detect cells

Neural Net Resource: Gender Prediction VGG-16 Trained on IMDB-WIKI Data

Predict a person's gender from an image of their face

Function Resource: CrossRecurrencePlot

Visualize the overlap of two discrete time series

Neural Net Resource: Age Estimation VGG-16 Trained on IMDB-WIKI and Looking at People Data

Predict a person's age from an image of their face

Function Resource: RandomScribble

Make a random scribble graphic

Neural Net Resource: Age Estimation VGG-16 Trained on IMDB-WIKI Data

Predict a person's age from an image of their face

Neural Net Resource: D2-Net Trained on MegaDepth Data

Find generic keypoints and their feature vectors in an image

Neural Net Resource: YOLO V8 Pose Trained on MS-COCO Data

Detect and localize human joints in an image

Neural Net Resource: YOLO V8 Segment Trained on MS-COCO Data

Detect, segment and localize objects in an image

Neural Net Resource: Yahoo Open NSFW Model V1

Determine whether an image contains pornographic content

Neural Net Resource: 2D Face Alignment Net Trained on 300W Large Pose Data

Determine the locations of keypoints from a facial image

Function Resource: TessellationPlot

Generate a tessellation of the plane with specified cell shapes

Function Resource: PersistentHomology

Perform persistent homology on a point cloud dataset

Neural Net Resource: CenterNet Pose Estimation Nets Trained on MS-COCO Data

Detect and localize human joints and objects in an image

Function Resource: WordCloudFromNames

Make a word cloud from strings of names for symbols and functions

Function Resource: TrainingStateLayer

Create a NetGraph that returns the current NetEvalutionMode as 0 or 1

Neural Net Resource: Dilated ResNet-105 Trained on Cityscapes Data

Segment an image of a driving scenario into semantic component classes

Neural Net Resource: Dilated ResNet-22 Trained on Cityscapes Data

Segment an image of a driving scenario into semantic component classes

Neural Net Resource: Dilated ResNet-38 Trained on Cityscapes Data

Segment an image of a driving scenario into semantic component classes

Neural Net Resource: Multi-scale Context Aggregation Net Trained on PASCAL VOC2012 Data

Segment an image into various semantic component classes

Neural Net Resource: Ademxapp Model A1 Trained on PASCAL VOC2012 and MS-COCO Data

Segment an image into various semantic component classes

Neural Net Resource: Ademxapp Model A1 Trained on ADE20K Data

Segment an image into various semantic component classes

Function Resource: NetworkXObject

Use graph algorithms from the Python package NetworkX without any Python programming

Function Resource: RadialDistributionFunctionList

Compute the relative probability of finding a point at a given distance from another point

Function Resource: OpenWebMap

Open a geographic position in an online mapping service

Example Resource: Compare Weather in Chicago and European Capitals

Find the city in the European Union with the closest temperatures to Chicago

Neural Net Resource: Vanilla CNN for Facial Landmark Regression

Determine the locations of the eyes, nose and mouth from a facial image

Neural Net Resource: Optic-Net Classifier for Retinal Diseases

Diagnose retinal diseases from optical tomography images

Function Resource: ChordDiagram

Make a weighted connectivity graph using circular embedding

Function Resource: PairwiseMultidimensionalScaling

Multidimensional scaling algorithm for embedding pairwise distances into a Cartesian space

Function Resource: MultinormalKLDivergence

Compute the Kullback–Leibler divergence between two multinormal distributions

Neural Net Resource: Ademxapp Model A1 Trained on Cityscapes Data

Segment an image of a driving scenario into semantic component classes

Neural Net Resource: Multi-scale Context Aggregation Net Trained on Cityscapes Data

Segment an image of a driving scenario into semantic component classes

Neural Net Resource: ForkNet Brain Segmentation Net Trained on NAMIC Data

Segment an image of a human brain into different anatomical structures

Neural Net Resource: Multi-scale Context Aggregation Net Trained on CamVid Data

Segment an image of a driving scenario into semantic component classes

Function Resource: SmoothStep

A sigmoidal interpolation function

Neural Net Resource: 3D-Inflated ResNet-50 Trained on Kinetics 400 Data

Identify the main action in a video

Function Resource: ColorChanger

Interactively substitute colors in a graphic

Function Resource: AssociationOuter

Compute the generalized outer product of lists and get an association keyed by arguments

Function Resource: WebpageWordCloud

Create a word cloud graphic from webpage text

Neural Net Resource: 3D Face Alignment Net Trained on 300W Large Pose Data

Determine the 2D projection of 3D keypoints from a facial image

Function Resource: GraphCount

Find the number of fundamentally different graphs of a specified size

Function Resource: HosoyaZ

Compute the Hosoya Z index of a graph

Function Resource: SmootherStep

An improved sigmoidal interpolation function

Function Resource: KhatriRaoProduct

Evaluate the Khatri-Rao product of matrices

Function Resource: OpticalFieldModeling

Model non-paraxial optical field interference and diffraction experiments under arbitrary spatial coherence

Function Resource: LInfinitySolve

Solve the linear minimax problem

Function Resource: L1Solve

Solve the linear least absolute value problem

Neural Net Resource: Micro Aerial Vehicle Trail Navigation Nets Trained on IDSIA Swiss Alps and PASCAL VOC Data

Navigate a drone in a forest environment

Function Resource: DVectorField

Generate the tensor associated with the nth derivative of a vector field at a point

Neural Net Resource: Channel-Separated Video Action Classification Net Trained on Kinetics-400 Data

Identify the main action in a video

Example Resource: Molecular Gears

Molecular modeling of dynamic gearing and gear-slippage in bis(9-triptycyl)methane

Function Resource: RandomItem

Create a random item of the specified type

Neural Net Resource: ResNet-101 Trained on YFCC100m Geotagged Data

Determine the geolocation of a photograph

Function Resource: Visualize3DView

Interactively visualize the camera setup relative to the scene and lighting of 3D graphics

Neural Net Resource: X3D Video Action Classification Trained on Kinetics-400 Data

Identify the main action in a video

Function Resource: CountPolynomialSolutions

Count the roots to a system of polynomials

Example Resource: Compare and Predict Stock Prices

Use dynamic time warping to predict stock prices for the next 30 days

Function Resource: GeoGlobe3D

Display geographical data on an interactive globe

Example Resource: Bar Charts of Food High in Vitamin C or Iron

Function Resource: IteratedMap2D

Obtain the orbit of a 2D iterated map from given initial conditions