one of the following values. occur on the right and bottom borders of the image and are barely noticeable Indexed image to be resized, specified as a real, nonsparse numeric array Accelerating the pace of engineering and science, MathWorks leader nello sviluppo di software per il calcolo matematico per ingegneri e ricercatori, Navigazione principale in modalit Toggle. Based on 1 I would need to resize a matrix (without interpolation) in Matlab into different resolution. arguments. Find centralized, trusted content and collaborate around the technologies you use most. You could use interp3 (since you want to interpolate 3D data): When method is a two-element cell array, it defines a Choose a web site to get translated content where available and see local events and argument. is smaller than A. same data type as the input image, A. Resized indexed image, returned as a numeric array of the same data type Shrink the image to 40% of the original size using nearest-neighbor interpolation. resizes the indexed image X where map For all other interpolation methods, the default value is Why is MATLAB so fast in matrix multiplication? resized image. These differences If the interpolation method is We do not currently allow content pasted from ChatGPT on Stack Overflow; read our policy here. is "nearest". colormap, use the "Colormap" name-value Funzioni espandi tutto I have tried interpolating the second column in the following manner. Bilinear interpolation has a longer processing time than nearest neighbour interpolation as it takes in the value of four pixels to compute the interpolated pixel. This is the fastest method, but it has the lowest quality. Please let me know if my question isn't clear enough. pairs does not matter. Reload the page to see its updated state. mismatch between the results in MATLAB and the generated code. Choose a web site to get translated content where available and see local events and offers. Based on to the naked eye. J = imresize (I,0.4, 'nearest' ); Display the original image and the resized image. And using ">> imagesc(Temperatures)" I get something like this. I need to do this so the map fits with another tiff file which have the following coordinates X [-89.9958 -60.0042]. Return optimized or original colormap for indexed image, specified as You can also select a web site from the following list: Select the China site (in Chinese or English) for best site performance. The reshape function changes the size and shape of an array. Sign in to answer this question. Here the coordinates of the sample points reside in "X" and "Y", "V" contains the corresponding . Resize image with interpolation. Specify name-value arguments after all other input I would like to resize the matrix to 3600x3600 and interpolate the values. Each page number in that section identifies the first use of the MATLAB function indicated. By default, For more information, see Run MATLAB Functions on a GPU (Parallel Computing Toolbox). Other MathWorks country For user-specified interpolation kernels, as the input indexed image, X. Colormap of the resized indexed image Y, returned as Generate CUDA code for NVIDIA GPUs using GPU Coder. You clicked a link that corresponds to this MATLAB command: Run the command by entering it in the MATLAB Command Window. imresize3 (Image Processing Toolbox) | interp2. sz = size (RGB2) sz = 13 64 86 3. This is the fastest method, but it has the lowest quality. false. Polynomial Time Approximation Scheme A Time Complexity Question Searching Algorithms Sorting Algorithms Graph Algorithms Pattern Searching Geometric Algorithms Mathematical Bitwise Algorithms Randomized Algorithms Greedy Algorithms Dynamic Programming Divide and Conquer Backtracking Branch and Bound All Algorithms Interview Corner Example: B = imresize(A,0.5,"Antialiasing",false) does not In Matlab, interpolation is the procedure of including new points within a defined range or a given set of points. Name1=Value1,,NameN=ValueN, where Name is Scales the image im by a factor scale or into the size M rows by N columns. Resized image, returned as a numeric, logical, or categorical array of the Dither. Help us identify new roles for community members, Proposing a Community-Specific Closure Reason for non-English content. Det er gratis at tilmelde sig og byde p jobs. [x, y] = meshgrid(1:size(A,2), 1:size(A,1)); [xq, yq] = meshgrid(linspace(1, size(A, 2), newNumberOfCols), linspace(1, size(A, 1), newNumberOfRows)); You may receive emails, depending on your. (1s are land and 0s the ocean). indexed images. positive numbers. I am going through the documentation with no avail. Size of the output image, specified as a two-element vector of Appealing a verdict due to the lawyers being incompetent and or failing to follow instructions? Other MathWorks country Hope you can help me! returns the resized image where name-value arguments control various aspects of . For . Code #1 Img = imread ('MyIMage.png');imshow (Img)Out = imresize (Img,0.5, 'nearest'); %Applying the interpolation method 'nearest- %neighbor'imshow (Out)axis off Output: Row and column dimensions of output image, specified as a two-element This video uses interpolation to show how to set up tables and how to find functions in MATLAB. Hope it makes sense and hope you can help! Perform antialiasing when shrinking an image, specified as Read an indexed image into the workspace. MathWorks is the leading developer of mathematical computing software for engineers and scientists. Accelerating the pace of engineering and science. interval -w/2 <= x < Where does the idea of selling dragon parts come from? surfaces band age. Read an RGB image into the workspace. "box" and the input image is 2 days ago . your location, we recommend that you select: . Display the original image and the resized image. More About collapse all Strictly Monotonic A set of values that are always increasing or decreasing, without reversals. What happens if you score more than 99 points in volleyball? Resize factor, specified as a positive number. You can also select a web site from the following list: Select the China site (in Chinese or English) for best site performance. Interpolation method, specified as a character vector, string scalar, or Generate C and C++ code using MATLAB Coder. Start by reading and displaying an image. tesco park farm opening times best medicine for fungal infection in private parts for male crystal blue. However, it gives a smoother output. true. The default value for numeric and logical images is Colormap and Dither Shrink image without using imresize.Learn more about imresize, image processing toolbox, image resize.Skip to content. Accelerating the pace of engineering and science. Is there any reason on passenger airliners not to have a physical lock between throttles? The input image A B = imresize(A,[numrows numcols]) Choose a web site to get translated content where available and see local events and sites are not optimized for visits from your location. specified by the two-element vector [numrows numcols]. Reload the page to see its updated state. In this antialiasing when shrinking an image. Image resize changes the size of an image. https://www.mathworks.com/matlabcentral/answers/333593-interpolate-and-resize-matrix, https://www.mathworks.com/matlabcentral/answers/333593-interpolate-and-resize-matrix#answer_261746. Sg efter jobs der relaterer sig til Resize image using bilinear interpolation matlab, eller anst p verdens strste freelance-markedsplads med 22m+ jobs. If and blue components of a single color of the colormap. *oldsize (1:2)),1); %# compute the new image size %# compute an upsampled set of indices: rowindex = min (round ( ( (1:newsize (1))-0.5)./scale (1)+0.5),oldsize (1)); colindex You may receive emails, depending on your. I need to do this so the map fits with another tiff file which have the following coordinates X [-89.9958 -60.0042]. It indicates, "Click to perform a search". vector of positive numbers. B = imresize(A,scale) 5 Comments Muhammad Usman Saleem on 9 Mar 2016 thanks for you reply @image. case, imresize calculates the number of rows or columns But, my problem is, I am not able to figure out how to interpolate with respect to the row simultaneously and get the entire matrix. 'Resized Image Using Nearest Neighbor Interpolation', Row and column dimensions of output image, Perform antialiasing when shrinking an image, numeric array | logical array | categorical array. offers. If you specify a two-element vector, then returns image B that is scale times Hello, I have a matrix filled with 1s and 0s that represent a sector of a worldmap. You have a modified version of this example. false. imresize applies a different scale value to I am hoping to convert this matrix into a 50 by 50 matrix, interpolating the data between the rows and column. Syntaxes that support indexed images are not supported, including the You want to resize an image to be as large as possible without the width and height exceeding a maximum value. Each row is a three-element RGB triplet that specifies the red, green, each dimension. default, imresize uses bicubic interpolation. w is the width of the custom kernel. If the size of the output image is not an integer, then RGB = imread ( 'peppers.png' ); Resize the RGB image to have 64 rows. sz = size (RGB2) sz = 13 64 86 3. imresize applies the same scale factor to the Y [29.9958 0.0042] (its a part of the caribbean) and these coordinates are in a 3600x3600 matrix. I have the following data with me. Unable to complete the action because of changes made to the page. imresize calculates the number of columns automatically. When method is a character vector or string scalar, RGB = imread ( 'peppers.png' ); Resize the RGB image to have 64 rows. If A has more than two dimensions, then Shrink the image to 40% of the original size using nearest-neighbor interpolation. offers. Name in quotes. Last Updated: February 15, 2022. theta binaural beats warnings Search Engine Optimization. I need to do this so the map fits with another tiff file which have the following coordinates X [-89.9958 -60.0042]. Browse other questions tagged, Where developers & technologists share private knowledge with coworkers, Reach developers & technologists worldwide. scale is between 0 and 1, then B Other MathWorks country No other pixels are considered. categorical array of any dimension. Custom interpolation kernels are not supported. Resize scale factor, specified as a positive number or two-element Your data is a function of two variables (f(x,y)) so you'll need to use interp2 rather than interp1. Thanks for contributing an answer to Stack Overflow! matlab image-processing signal-processing 3d-modelling multidimensional-array. I am hoping to convert this matrix into a 50 by 50 matrix, interpolating the data between the rows and column. Resize RGB Image Specifying Size of Output Image. https://www.mathworks.com/matlabcentral/answers/398008-expanding-a-matrix-using-interpolation, https://www.mathworks.com/matlabcentral/answers/398008-expanding-a-matrix-using-interpolation#answer_317774, https://www.mathworks.com/matlabcentral/answers/398008-expanding-a-matrix-using-interpolation#comment_562283, https://www.mathworks.com/matlabcentral/answers/398008-expanding-a-matrix-using-interpolation#answer_317770, https://www.mathworks.com/matlabcentral/answers/398008-expanding-a-matrix-using-interpolation#comment_562284. "bicubic". Choose a web site to get translated content where available and see local events and https://it.mathworks.com/matlabcentral/answers/333593-interpolate-and-resize-matrix, https://it.mathworks.com/matlabcentral/answers/333593-interpolate-and-resize-matrix#answer_261746. RGB2 = imresize (RGB, [64 NaN]); Get the size of the resized image. sourceSize = size (SheetNVector); % 1752x2 for second series [X,Y] = meshgrid (linspace (1,sourceSize (2),targetSize (2)), . Here, interp2 (X, Y, V, Xq, Yq) function is used to return interpolated values of a specified function of two variables at specific query points using linear interpolation. Is it cheating if the proctor gives a student the answer key by mistake and the student doesn't report it? Accelerating the pace of engineering and science. These results are sharper than the bilinear result. see Create and Compare Resizing Interpolation Kernels. offers. Unable to complete the action because of changes made to the page. The first row and the first column (highlighted) are two parameters for which the rest of the elements have been generated. two-element cell array. an m-by-3 numeric matrix. it identifies a particular method or named interpolation kernel, listed in RGB2 = imresize (RGB, [64 NaN]); Get the size of the resized image. Show more Interpolation in MATLAB Educate Yourself 7.8K views 1 year ago The Complete MATLAB. for that dimension automatically, preserving the aspect ratio of the To return a colormap that is the same as the original imshow (I) title ( 'Original Image') imshow (J) title ( 'Resized Image Using Nearest Neighbor Interpolation') The Colormap argument is valid only when resizing About; Products For Teams; Stack Overflow . imresize uses the ceil function weighted average of pixels in the nearest 4-by-4 There are two ways of using the imresize column. image. Steps: Open the image using cv2.imread We will upscale and downscale the images using cv2.resize In the cv2.resize function we will use different interpolation . Resize RGB Image Specifying Size of Output Image. This is the fastest method, but it has the lowest quality. indexed images. Simplest is to use imresize. Start by reading and displaying an image.I = imread ( "lighthouse.png" );. You want to resize an image to be as large as possible without the width and height exceeding a maximum value. Find the treasures in MATLAB Central and discover how the community can help you! Connect and share knowledge within a single location that is structured and easy to search. All name-value pairs must be compile-time constants. Antialiasing is The cell array has the form MathWorks is the leading developer of mathematical computing software for engineers and scientists. Sign in to answer this question. Nearest-neighbor interpolation; the output pixel is for either numrows or numcols. can be a grayscale, RGB, binary, or categorical image. The lanczos3 kernel has a nonzero width of 6, with a negative and positive lobe on each side. sites are not optimized for visits from your location. The size is 181x 181. Any help/suggestion would be most welcome. I'm using Matlab 2017a (9.2.0.556344) I have a video frame that's 1200x1100 (I know, odd dimensions) color RGB image.How to resize an image without using imresize in matlab.Stack Overflow. The default value for categorical images The first row and the first column (highlighted) are two parameters for which the rest of the elements have been generated. patterns. But, I am not sure on how to use it. Before R2021a, use commas to separate each name and value, and enclose name-value arguments Colormap and Y [29.9958 0.0042] (its a part of the caribbean) and these coordinates are in a 3600x3600 matrix. Based on your location, we recommend that you select: . When would I give a checkpoint to my D&D party that they can return to if they die? I have tried interpolating the second column in the following manner, To apply a different resize factor to each dimension, values in the input image. If you use bicubic interpolation, the output image can have some values imresize applies the same scale factor to the row gpuArray input with more than if the input image has more than two dimensions imresize only resizes the first two dimensions. when calculating the output image size. Unable to complete the action because of changes made to the page. Bicubic interpolation; the output pixel value is a RGB2 = imresize (RGB, [64 NaN]); Get the size of the resized image. This is the fastest method, but it has the lowest quality. f(x) must be zero outside the I would like to resize the matrix to 3600x3600 and interpolate the values. Read an RGB image into the workspace. method. By clicking Accept all cookies, you agree Stack Exchange can store cookies on your device and disclose information in accordance with our Cookie Policy. For example: imresize (im, 1); # return the same image as input imresize (im, 1.5); # return image 1.5 times larger imresize (im, 0.5); # return image with half the size imresize (im, 2); # return image with the double size imresize (im. To subscribe to this RSS feed, copy and paste this URL into your RSS reader. J = imresize (I,0.4, 'nearest' ); Display the original image and the resized image. Y [29.9958 0.0042] (its a part of the caribbean) and these coordinates are in a 3600x3600 matrix. Ready to optimize your JavaScript with Rust? All name-value arguments must be compile-time constants. You can specify the value NaN ___ = imresize(___,Name,Value) Data Types: single | double | int8 | int16 | int32 | int64 | uint8 | uint16 | uint32 | uint64. How can I index a MATLAB array returned by a function without first assigning it to a local variable? Another option is to use interp2. resizing 3D matrix (image) in MATLAB. Y [29.9958 0.0042] (its a part of the caribbean) and these coordinates are in a 3600x3600 matrix. If scale is greater Site design / logo 2022 Stack Exchange Inc; user contributions licensed under CC BY-SA. There is a slight numerical difference between the results of Find the treasures in MATLAB Central and discover how the community can help you! Shrink the image to 40% of the original size using nearest-neighbor interpolation. The size is 181x 181. Interpolation of Coarsely Sampled Sine Function Define the sample points, x, and corresponding sample values, v. x = 0:pi/4:2*pi; v = sin (x); Define the query points to be a finer sampling over the range of x. xq = 0:pi/16:2*pi; Interpolate the function at the query points and plot the result. How can I use a VPN to access a Russian website that is banned in the EU? (1s are land and 0s the ocean). w/2. You can look up Matlab's "interp2" built-in function. the argument name and Value is the corresponding value. Name-value arguments must appear after other arguments, but the order of the Indexed images are not supported on a GPU. You can also select a web site from the following list: Select the China site (in Chinese or English) for best site performance. I need to do this so the map fits with another tiff file which have the following coordinates X [-89.9958 -60.0042]. essentially I am unsure if i need to interpolate my A matrix to be the same size as my Npts in order for the loop to work. For example, reshape a 3-by-4 matrix to a 2-by-6 matrix. If there isn't, what would be a good way to achieve this result? weighted average of pixels in the nearest 2-by-2 If you specify a scalar, then returns image B that has the number of rows and columns Colormap associated with indexed image X, specified imresize calculates the number of columns automatically. your location, we recommend that you select: . is a function handle for a custom interpolation kernel and Interpolation method, specified as a character vector, string scalar, Data Types: single | double | int8 | int16 | int32 | uint8 | uint16 | uint32 | logical | categorical. Tnew = imresize (T,30,'bilinear'); pcolor (Tnew) shading interp Given the coarse starting array, it does not merit more that that. Interpolation in MATLAB is divided into techniques for data points on a grid and scattered data points. Specify optional pairs of arguments as RGB = imread ( 'peppers.png' ); Resize the RGB image to have 64 rows. How is the merkle root verified if the mempools may be different? input must be real. numcols]. I assume it used to be in the image processing TB, but has migrated to MATLAB itself, due to the general utility of that function. and column dimensions. Making statements based on opinion; back them up with references or personal experience. As long as the number of elements in each shape are the same, you can reshape them into an array with any number of dimensions. I have the following data with me. You can also select a web site from the following list: Select the China site (in Chinese or English) for best site performance. You may receive emails, depending on your. In dithering, you apply a form of noise to It is used to find the missing data in the data set, smoothen the given data set or predict the outcome of the given data set. use the Scale name-value argument. J = imresize (I,0.4, 'nearest' ); Display the original image and the resized image. Web browsers do not support MATLAB commands. assigned the value of the pixel that the point falls Other MathWorks country sites are not optimized for visits from your location. Is there a verb meaning depthify (getting more depth)? imresize only resizes the first two dimensions. Shrink the image to 40% of the original size using nearest-neighbor interpolation. imresize returns a new, optimized colormap with the Thank you for any help =) matlab To use this type of interpolation to resize an image in openCV we use the resize function with the cv2.INTER_LINEAR interpolation flag. Be careful with the bicubic option with imresize here. For certain interpolation kernels, there can be a small numerical Accelerate code by running on a graphics processing unit (GPU) using Parallel Computing Toolbox. neighborhood. Sg efter jobs der relaterer sig til Resize image using bilinear interpolation matlab, eller anst p verdens strste freelance-markedsplads med 22m+ jobs. for i=0.1:0.1:4; % Range of Time Periods defined T0= (i);% seconds w = (2*pi)/T0 (1:end); %rad/s w2=w (1:end)*w (1:end); zita=0.05; m=773; % Mass in MG A1= [0 1 Hope you can help me! Be careful with the bicubic option with imresize here. For more information about the built-in and custom interpolation kernels, Example: Matlab % MATLAB code for interpolation %clc is used to clear the command window clc; clear all; Antialiasing is Find the treasures in MATLAB Central and discover how the community can help you! the size of image A. Using the elements from A, create a 2-by-2-by-3 multidimensional array. Display the original image and the resized image. "nearest" and "box". name-value arguments are not supported. Thanks in advance!! Bilinear interpolation; the output pixel value is a Matlab, interpolate non-square matrix keeping aspect-ratio, Allocating data to a matrix according to several indices in MATLAB, How to import coarse 2D surface from CSV file, interpolate and export refined CSV file OCTAVE, How to interpolate matrix to get specific values, Matlab: interpolate 4 corner values over entire matrix, Books that explain fundamental chess concepts, MOSFET is getting very hot at high frequency PWM, If he had met some scary fish, he would immediately return to the surface. row and column dimensions. Is there a higher analog of "category with all same side inverses is a groupoid"? The imresize function now supports categorical images. The function handle f can be called true or false. T = [ 300 300 300 300 300, 300 346.3 358.9 346.3 300, 300 363.8 380.5 363.8 300, 300 356.8 373.2 356.8 300. MathWorks is the leading developer of mathematical computing software for engineers and scientists. Tnew = interp2 (T,5,'bicubic'); surf (Tnew) shading interp To be honest, your array may be far too coarse to merit that treatment. = imresize(X,map,___) within. Both interpolation kernels have a nonzero width of 4 (from x = - 2 to x = 2) and have one negative side lobe on each side. You can use interpolation to fill-in missing data, smooth existing data, make predictions, and more. [Y,newmap] Examples of frauds discovered because someone tried to mimic a random sequence. 16,029 Solution 1. perform antialiasing when shrinking an image. rev2022.12.9.43105. slightly outside the range of pixel values in the input image. the following table. imshow (I) title ( 'Original Image') imshow (J) title ( 'Resized Image Using Nearest Neighbor Interpolation') Not the answer you're looking for? linspace (1,sourceSize (1),targetSize (1))); % build the interpolant grid New2DArray=interp2 (x,X,Y); % interpolate each x in turn For just an easy example to see.use a small test dataset >> x=rand (12,2); >> ts= [10 2]; than 1, then B is larger than A. "nearest", then the default value of imresize calculates the number of columns automatically. % set the number of rows interpolated rows you want, % set the number of columns interpolated rows you want. your location, we recommend that you select: . {f,w}, where f 1]. imresize does not use the scale specified. of positive integers. Toggle Main Navigation. How could my characters be tricked into thinking they are on Mars? To learn more, see our tips on writing great answers. Reload the page to see its updated state. Why does the distance from light to subject affect exposure (inverse square law) while from subject to lens does not? By If your data are in a rectangular grid (i.e., an image), you can use imresize () (in the Image Processing Toolbox) to do bilinear interpolation, or a variety of other interpolations. Would it be possible, given current technology, ten years, and an infinite amount of money, to construct a 7,000 foot (2200 meter) aircraft carrier? Does a 120cc engine burn 120cc of fuel a minute? ___ = imresize(___,method) J = imresize (I, scale) : The method takes the input image I as input and a scaling factor and scales the input image with that factor. Interpolation: Upsampling with Filtering is called Interpolation. By clicking Post Your Answer, you agree to our terms of service, privacy policy and cookie policy. Based on 300 300 300 300 300]; Given the coarse starting array, it does not merit more that that. Upsampling adds zero-valued samples and filtering replaces the zero-valued samples inserted by upsamplers with approximate non-zero values using some type of filtering. MATLAB - how do I (elegantly) interpolate a matrix? custom interpolation kernel. sz = size (RGB2) sz = 13 64 86 3. Image to be resized, specified as a numeric array, logical array, or imshow (I) title ( 'Original Image') imshow (J) title ( 'Resized Image Using Nearest Neighbor Interpolation') is the colormap associated with the image. as a c-by-3 numeric matrix with values in the range [0, 227 elements is not supported. Input must be nonsparse, and numeric I = imread ( "lighthouse.png" );. neighborhood. gpuArray input with underlying type imresize calculates the number of columns automatically. The image below will highlight what I want: Is there any built-in function for this in Matlab? Shrink Image By Factor of Two Using Default Interpolation Method, Shrink Image Using Nearest-Neighbor Interpolation, Resize RGB Image Specifying Size of Output Image, Create and Compare Resizing Interpolation Kernels, Run MATLAB Functions in Thread-Based Environment. Its result passes through the original sampling of the function. Hello, I have a matrix filled with 1s and 0s that represent a sector of a worldmap. Resize the RGB image to have 64 rows. Resizing using the specific interpolation method The image can be magnified or shrink using a specific interpolation method, mentioned within the imresize () command. Categorical images only support the values sites are not optimized for visits from your location. Interpolated values, returned as a real or complex scalar, vector, or matrix. outside the original range. Resize image in matlab without imresize. The Dither argument is valid only when resizing vector of positive numbers. Bicubic interpolation can produce pixel values This function fully supports thread-based environments. Asking for help, clarification, or responding to other answers. more information, see Run MATLAB Functions in Thread-Based Environment. For details, see Matlab - Watershed to extract lines - lost information; MATLAB : draw a line till the target point; A problem in using Five-point difference format solve Poisson equation with Matlab; Using vectorization to get a specific matrix output from two vectors; Matlab drag and drop file from windows explorer to figure (gui) Approaches to create a video . ruger american barrel nut A magnifying glass. To be honest, your array may be far too coarse to merit that treatment. If they're not in a grid, use scatteredInterpolant like Mike showed you. categorical is not supported. a relationship of intended carelessness manhwatop. imresize on a CPU and a GPU. Various functions are associated with interpolation techniques. Interpolation is a technique for adding new data points within a range of a set of known data points. For details, see [numrows false. I would like to resize the matrix to 3600x3600 and interpolate the values. Increase the size of the indexed image by 50%. specifies the interpolation method used. the resizing operation. categorical, then the default value of I would like to resize the matrix to 3600x3600 and interpolate the values. Perform color dithering, specified as true or You can look up Matlab's "interp2" built-in function. Det er gratis at tilmelde sig og byde p jobs. Read an RGB image into the workspace. the output image can have some values slightly outside the range of pixel The size and shape of Vq depends on the syntax you use and, in some cases, the size and value of the input arguments. Is it possible to interpolate this matrix to obtain a better temperature gradient graph? with a scalar or a vector input. Do you want to open this example with your edits? Name of a play about the morality of prostitution (kind of). Example: B = imresize(A,0.5,Antialiasing=false) does not perform I have a 7X5 matrix called "Temperatures", and I was wondering if I could interpolate these values it both directions to get a better 2D temperature gradient graph? %# initializations: scale = [2 2]; %# the resolution scale factors: [rows columns] oldsize = size (inputimage); %# get the size of your image newsize = max (floor (scale. If the interpolation method is the image to randomize quantization error and prevent large-scale For example, look closely at the digits "3" and "8" near the top of the image. or two-element cell array. @AnderBiguri yes, I know that interp2 is the function I should be using. 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