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how to draw smooth curve through N points using javascript HTML5 canvas?

For a drawing application, I'm saving the mouse movement coordinates to an array then drawing them with lineTo. The resulting line is not smooth. How can I produce a single curve between all the gathered points?

I've googled but I have only found 3 functions for drawing lines: For 2 sample points, simply use lineTo. For 3 sample points quadraticCurveTo, for 4 sample points, bezierCurveTo.

(I tried drawing a bezierCurveTo for every 4 points in the array, but this leads to kinks every 4 sample points, instead of a continuous smooth curve.)

How do I write a function to draw a smooth curve with 5 sample points and beyond?

What do you mean by "smooth"? Infinitely differentiable? Twice differentiable? Cubic splines ("Bezier curves") have many good properties and are twice differentiable, and easy enough to compute.
@Kerrek SB, by "smooth" I mean visually can't detect any corners/cusps etc.
@sketchfemme, are you rendering the lines in real-time, or delaying the rendering until after collecting a bunch of points?
@Crashalot I am collecting the points into an array. You need at least 4 points to use this algorithm. After that you can render in real time on a canvas by clearing the screen on each call of mouseMove
@sketchfemme: Don't forget to accept an answer. It's fine if it's your own.

H
Homan

The problem with joining subsequent sample points together with disjoint "curveTo" type functions, is that where the curves meet is not smooth. This is because the two curves share an end point but are influenced by completely disjoint control points. One solution is to "curve to" the midpoints between the next 2 subsequent sample points. Joining the curves using these new interpolated points gives a smooth transition at the end points (what is an end point for one iteration becomes a control point for the next iteration.) In other words the two disjointed curves have much more in common now.

This solution was extracted out of the book "Foundation ActionScript 3.0 Animation: Making things move". p.95 - rendering techniques: creating multiple curves.

Note: this solution does not actually draw through each of the points, which was the title of my question (rather it approximates the curve through the sample points but never goes through the sample points), but for my purposes (a drawing application), it's good enough for me and visually you can't tell the difference. There is a solution to go through all the sample points, but it is much more complicated (see http://www.cartogrammar.com/blog/actionscript-curves-update/)

Here is the the drawing code for the approximation method:

// move to the first point
   ctx.moveTo(points[0].x, points[0].y);


   for (i = 1; i < points.length - 2; i ++)
   {
      var xc = (points[i].x + points[i + 1].x) / 2;
      var yc = (points[i].y + points[i + 1].y) / 2;
      ctx.quadraticCurveTo(points[i].x, points[i].y, xc, yc);
   }
 // curve through the last two points
 ctx.quadraticCurveTo(points[i].x, points[i].y, points[i+1].x,points[i+1].y);

+1 This worked great for a JavaScript/canvas project I'm working on
Glad to be of help. FYI, I have started an open source html5 canvas drawing pad that is a jQuery plugin. It should be a useful starting point. github.com/homanchou/sketchyPad
That's good, but how would you make the curve so that it passes through all of the points?
With this algorithm is each successive curve meant to start from the previous curves end point?
Thank you so much Homan! It works! I spent so much days to solve it. And hi from Delphi Android/iOS community!
佚名

A bit late, but for the record.

You can achieve smooth lines by using cardinal splines (aka canonical spline) to draw smooth curves that goes through the points.

I made this function for canvas - it's split into three function to increase versatility. The main wrapper function looks like this:

function drawCurve(ctx, ptsa, tension, isClosed, numOfSegments, showPoints) {

    showPoints  = showPoints ? showPoints : false;

    ctx.beginPath();

    drawLines(ctx, getCurvePoints(ptsa, tension, isClosed, numOfSegments));

    if (showPoints) {
        ctx.stroke();
        ctx.beginPath();
        for(var i=0;i<ptsa.length-1;i+=2) 
                ctx.rect(ptsa[i] - 2, ptsa[i+1] - 2, 4, 4);
    }
}

To draw a curve have an array with x, y points in the order: x1,y1, x2,y2, ...xn,yn.

Use it like this:

var myPoints = [10,10, 40,30, 100,10]; //minimum two points
var tension = 1;

drawCurve(ctx, myPoints); //default tension=0.5
drawCurve(ctx, myPoints, tension);

The function above calls two sub-functions, one to calculate the smoothed points. This returns an array with new points - this is the core function which calculates the smoothed points:

function getCurvePoints(pts, tension, isClosed, numOfSegments) {

    // use input value if provided, or use a default value   
    tension = (typeof tension != 'undefined') ? tension : 0.5;
    isClosed = isClosed ? isClosed : false;
    numOfSegments = numOfSegments ? numOfSegments : 16;

    var _pts = [], res = [],    // clone array
        x, y,           // our x,y coords
        t1x, t2x, t1y, t2y, // tension vectors
        c1, c2, c3, c4,     // cardinal points
        st, t, i;       // steps based on num. of segments

    // clone array so we don't change the original
    //
    _pts = pts.slice(0);

    // The algorithm require a previous and next point to the actual point array.
    // Check if we will draw closed or open curve.
    // If closed, copy end points to beginning and first points to end
    // If open, duplicate first points to befinning, end points to end
    if (isClosed) {
        _pts.unshift(pts[pts.length - 1]);
        _pts.unshift(pts[pts.length - 2]);
        _pts.unshift(pts[pts.length - 1]);
        _pts.unshift(pts[pts.length - 2]);
        _pts.push(pts[0]);
        _pts.push(pts[1]);
    }
    else {
        _pts.unshift(pts[1]);   //copy 1. point and insert at beginning
        _pts.unshift(pts[0]);
        _pts.push(pts[pts.length - 2]); //copy last point and append
        _pts.push(pts[pts.length - 1]);
    }

    // ok, lets start..

    // 1. loop goes through point array
    // 2. loop goes through each segment between the 2 pts + 1e point before and after
    for (i=2; i < (_pts.length - 4); i+=2) {
        for (t=0; t <= numOfSegments; t++) {

            // calc tension vectors
            t1x = (_pts[i+2] - _pts[i-2]) * tension;
            t2x = (_pts[i+4] - _pts[i]) * tension;

            t1y = (_pts[i+3] - _pts[i-1]) * tension;
            t2y = (_pts[i+5] - _pts[i+1]) * tension;

            // calc step
            st = t / numOfSegments;

            // calc cardinals
            c1 =   2 * Math.pow(st, 3)  - 3 * Math.pow(st, 2) + 1; 
            c2 = -(2 * Math.pow(st, 3)) + 3 * Math.pow(st, 2); 
            c3 =       Math.pow(st, 3)  - 2 * Math.pow(st, 2) + st; 
            c4 =       Math.pow(st, 3)  -     Math.pow(st, 2);

            // calc x and y cords with common control vectors
            x = c1 * _pts[i]    + c2 * _pts[i+2] + c3 * t1x + c4 * t2x;
            y = c1 * _pts[i+1]  + c2 * _pts[i+3] + c3 * t1y + c4 * t2y;

            //store points in array
            res.push(x);
            res.push(y);

        }
    }

    return res;
}

And to actually draw the points as a smoothed curve (or any other segmented lines as long as you have an x,y array):

function drawLines(ctx, pts) {
    ctx.moveTo(pts[0], pts[1]);
    for(i=2;i<pts.length-1;i+=2) ctx.lineTo(pts[i], pts[i+1]);
}

var ctx = document.getElementById("c").getContext("2d"); function drawCurve(ctx, ptsa, tension, isClosed, numOfSegments, showPoints) { ctx.beginPath(); drawLines(ctx, getCurvePoints(ptsa, tension, isClosed, numOfSegments)); if (showPoints) { ctx.beginPath(); for(var i=0;i

This results in this:

https://i.stack.imgur.com/xWCkp.jpg

You can easily extend the canvas so you can call it like this instead:

ctx.drawCurve(myPoints);

Add the following to the javascript:

if (CanvasRenderingContext2D != 'undefined') {
    CanvasRenderingContext2D.prototype.drawCurve = 
        function(pts, tension, isClosed, numOfSegments, showPoints) {
       drawCurve(this, pts, tension, isClosed, numOfSegments, showPoints)}
}

You can find a more optimized version of this on NPM (npm i cardinal-spline-js) or on GitLab.


First off: This is gorgeous. :-) But looking at that image, doesn't it give the (misleading) impression that the values actually went below value #10 en route between #9 and #10? (I'm counting from actual dots I can see, so #1 would be the one near the top of the initial downward trajectory, #2 the one at the very bottom [lowest point in the graph], and so on...)
Just want to say that after days of searching, this was the only util that actually worked exactly as I wanted. Thanks so much
YES YES YES Thank you! I jumped up and danced in joy.
@T.J.Crowder (sorry for a bit (?!) late follow-up :) ) The dip is a result of the tension calculation. In order to "hit" the next point at the correct angle/direction the tension forces the curve to go down so it can continue at the correct angle for the next segment (angle is probably not a good word here, my English lacks...). The tension is calculated using two previous and the two next points. So for short: no, it does not represent any actual data, just calculation for the tension.
Long ago you posted this solution and you helped me today to solve a big issue. Thank you very much!
Y
Yashwardhan Pauranik

The first answer will not pass through all the points. This graph will exactly pass through all the points and will be a perfect curve with the points as [{x:,y:}] n such points.

var points = [{x:1,y:1},{x:2,y:3},{x:3,y:4},{x:4,y:2},{x:5,y:6}] //took 5 example points
ctx.moveTo((points[0].x), points[0].y);

for(var i = 0; i < points.length-1; i ++)
{

  var x_mid = (points[i].x + points[i+1].x) / 2;
  var y_mid = (points[i].y + points[i+1].y) / 2;
  var cp_x1 = (x_mid + points[i].x) / 2;
  var cp_x2 = (x_mid + points[i+1].x) / 2;
  ctx.quadraticCurveTo(cp_x1,points[i].y ,x_mid, y_mid);
  ctx.quadraticCurveTo(cp_x2,points[i+1].y ,points[i+1].x,points[i+1].y);
}

This is by far the most simple and correct approach.
It isn't drawing anything for me. What do I need besides .getContext('2d')
@étale-cohomology add a ctx.stroke() after the loop
K
Kamil Kiełczewski

I decide to add on, rather than posting my solution to another post. Below are the solution that I build, may not be perfect, but so far the output are good.

Important: it will pass through all the points!

If you have any idea, to make it better, please share to me. Thanks.

Here are the comparison of before after:

https://i.stack.imgur.com/M9adH.png

Save this code to HTML to test it out.

Your browser does not support the HTML5 canvas tag.


C
Community

As Daniel Howard points out, Rob Spencer describes what you want at http://scaledinnovation.com/analytics/splines/aboutSplines.html.

Here's an interactive demo: http://jsbin.com/ApitIxo/2/

Here it is as a snippet in case jsbin is down.

Demo smooth connection

Click to build a smooth path. (See Rob Spencer's article)



R
Roy Aarts

I found this to work nicely

function drawCurve(points, tension) {
    ctx.beginPath();
    ctx.moveTo(points[0].x, points[0].y);

    var t = (tension != null) ? tension : 1;
    for (var i = 0; i < points.length - 1; i++) {
        var p0 = (i > 0) ? points[i - 1] : points[0];
        var p1 = points[i];
        var p2 = points[i + 1];
        var p3 = (i != points.length - 2) ? points[i + 2] : p2;

        var cp1x = p1.x + (p2.x - p0.x) / 6 * t;
        var cp1y = p1.y + (p2.y - p0.y) / 6 * t;

        var cp2x = p2.x - (p3.x - p1.x) / 6 * t;
        var cp2y = p2.y - (p3.y - p1.y) / 6 * t;

        ctx.bezierCurveTo(cp1x, cp1y, cp2x, cp2y, p2.x, p2.y);
    }
    ctx.stroke();
}

s
satels

Give KineticJS a try - you can define a Spline with an array of points. Here's an example:

Old url: http://www.html5canvastutorials.com/kineticjs/html5-canvas-kineticjs-spline-tutorial/

See archive url: https://web.archive.org/web/20141204030628/http://www.html5canvastutorials.com/kineticjs/html5-canvas-kineticjs-spline-tutorial/


Amazing lib! The best one for the task!
yes!! I needed the blob() function to make a closed shape that passes through all points.
404. Page not found.
Original link - 404 dnot found - see web.archive.org/web/20141204030628/http://…
m
mxl

Incredibly late but inspired by Homan's brilliantly simple answer, allow me to post a more general solution (general in the sense that Homan's solution crashes on arrays of points with less than 3 vertices):

function smooth(ctx, points)
{
    if(points == undefined || points.length == 0)
    {
        return true;
    }
    if(points.length == 1)
    {
        ctx.moveTo(points[0].x, points[0].y);
        ctx.lineTo(points[0].x, points[0].y);
        return true;
    }
    if(points.length == 2)
    {
        ctx.moveTo(points[0].x, points[0].y);
        ctx.lineTo(points[1].x, points[1].y);
        return true;
    }
    ctx.moveTo(points[0].x, points[0].y);
    for (var i = 1; i < points.length - 2; i ++)
    {
        var xc = (points[i].x + points[i + 1].x) / 2;
        var yc = (points[i].y + points[i + 1].y) / 2;
        ctx.quadraticCurveTo(points[i].x, points[i].y, xc, yc);
    }
    ctx.quadraticCurveTo(points[i].x, points[i].y, points[i+1].x, points[i+1].y);
}

b
beka shkubuliani

This code is perfect for me:

this.context.beginPath();
this.context.moveTo(data[0].x, data[0].y);
for (let i = 1; i < data.length; i++) {
  this.context.bezierCurveTo(
    data[i - 1].x + (data[i].x - data[i - 1].x) / 2,
    data[i - 1].y,
    data[i - 1].x + (data[i].x - data[i - 1].x) / 2,
    data[i].y,
    data[i].x,
    data[i].y);
}

you have correct smooth line and correct endPoints NOTICE! (y = "canvas height" - y);


Very nice, thank you. But you miss the actual command to draw the line in the end: this.context.stroke()
m
midanosi

A slightly different answer to the original question;

If anyone is desiring to draw a shape:

that is described by a series of points

where the line has a small curve at the points

the line doesn't necessarily have to pass through the points (i.e. passes slightly "inside", of them)

Then hopefully the below function of mine could help

Your browser does not support the HTML5 canvas tag.


J
Jean Fontaine

Bonjour

I appreciate the solution of user1693593 : Hermite polynomials seems the best way to control what will be drawn, and the most satisfying from a mathematical point of view. The subject seems to be closed for a long time but may be some latecomers like me are still interested in it. I've looked for a free interactive plot builder which could allow me to store the curve and reuse it anywhere else, but didn't find this kind of thing on the web : so I made it on my own way, from the wikipedia source mentionned by user1693593. It's difficult to explain how it works here, and the best way to know if it is worth while is to look at https://sites.google.com/view/divertissements/accueil/splines.


J
James Pearce

To add to K3N's cardinal splines method and perhaps address T. J. Crowder's concerns about curves 'dipping' in misleading places, I inserted the following code in the getCurvePoints() function, just before res.push(x);

if ((y < _pts[i+1] && y < _pts[i+3]) || (y > _pts[i+1] && y > _pts[i+3])) {
    y = (_pts[i+1] + _pts[i+3]) / 2;
}
if ((x < _pts[i] && x < _pts[i+2]) || (x > _pts[i] && x > _pts[i+2])) {
    x = (_pts[i] + _pts[i+2]) / 2;
}

This effectively creates a (invisible) bounding box between each pair of successive points and ensures the curve stays within this bounding box - ie. if a point on the curve is above/below/left/right of both points, it alters its position to be within the box. Here the midpoint is used, but this could be improved upon, perhaps using linear interpolation.


K
Kevin Bertman

If you want to determine the equation of the curve through n points then the following code will give you the coefficients of the polynomial of degree n-1 and save these coefficients to the coefficients[] array (starting from the constant term). The x coordinates do not have to be in order. This is an example of a Lagrange polynomial.

var xPoints=[2,4,3,6,7,10]; //example coordinates
var yPoints=[2,5,-2,0,2,8];
var coefficients=[];
for (var m=0; m<xPoints.length; m++) coefficients[m]=0;
    for (var m=0; m<xPoints.length; m++) {
        var newCoefficients=[];
        for (var nc=0; nc<xPoints.length; nc++) newCoefficients[nc]=0;
        if (m>0) {
            newCoefficients[0]=-xPoints[0]/(xPoints[m]-xPoints[0]);
            newCoefficients[1]=1/(xPoints[m]-xPoints[0]);
    } else {
        newCoefficients[0]=-xPoints[1]/(xPoints[m]-xPoints[1]);
        newCoefficients[1]=1/(xPoints[m]-xPoints[1]);
    }
    var startIndex=1; 
    if (m==0) startIndex=2; 
    for (var n=startIndex; n<xPoints.length; n++) {
        if (m==n) continue;
        for (var nc=xPoints.length-1; nc>=1; nc--) {
        newCoefficients[nc]=newCoefficients[nc]*(-xPoints[n]/(xPoints[m]-xPoints[n]))+newCoefficients[nc-1]/(xPoints[m]-xPoints[n]);
        }
        newCoefficients[0]=newCoefficients[0]*(-xPoints[n]/(xPoints[m]-xPoints[n]));
    }    
    for (var nc=0; nc<xPoints.length; nc++) coefficients[nc]+=yPoints[m]*newCoefficients[nc];
}