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使用 javascript 畫布調整圖像大小(平滑)

[英]Resize image with javascript canvas (smoothly)

我正在嘗試用畫布調整一些圖像的大小,但我對如何平滑它們一無所知。 在 photoshop、瀏覽器等上,他們使用了一些算法(例如雙三次、雙線性),但我不知道這些是否內置到畫布中。

這是我的小提琴: http : //jsfiddle.net/EWupT/

var canvas = document.createElement('canvas');
var ctx = canvas.getContext('2d');
canvas.width=300
canvas.height=234
ctx.drawImage(img, 0, 0, 300, 234);
document.body.appendChild(canvas);

第一個是普通調整大小的圖像標簽,第二個是畫布。 請注意畫布是如何不平滑的。 我怎樣才能達到“平滑”?

您可以使用向下步進來獲得更好的結果。 大多數瀏覽器在調整圖像大小時似乎使用線性插值而不是雙三次

更新規范中添加了一個質量屬性, imageSmoothingQuality ,目前僅在 Chrome 中可用。)

除非選擇不平滑或最近鄰,否則瀏覽器將始終在縮小圖像后插入圖像,因為此功能作為低通濾波器以避免混疊。

雙線性使用 2x2 像素進行插值,而雙三次使用 4x4,因此通過分步進行,您可以在使用雙線性插值時接近雙三次結果,如結果圖像中所示。

 var canvas = document.getElementById("canvas"); var ctx = canvas.getContext("2d"); var img = new Image(); img.onload = function () { // set size proportional to image canvas.height = canvas.width * (img.height / img.width); // step 1 - resize to 50% var oc = document.createElement('canvas'), octx = oc.getContext('2d'); oc.width = img.width * 0.5; oc.height = img.height * 0.5; octx.drawImage(img, 0, 0, oc.width, oc.height); // step 2 octx.drawImage(oc, 0, 0, oc.width * 0.5, oc.height * 0.5); // step 3, resize to final size ctx.drawImage(oc, 0, 0, oc.width * 0.5, oc.height * 0.5, 0, 0, canvas.width, canvas.height); } img.src = "//i.imgur.com/SHo6Fub.jpg";
 <img src="//i.imgur.com/SHo6Fub.jpg" width="300" height="234"> <canvas id="canvas" width=300></canvas>

根據您調整大小的劇烈程度,如果差異較小,您可以跳過第 2 步。

在演示中,您可以看到新結果現在與圖像元素非常相似。

由於Trung Le Nguyen Nhat 的小提琴根本不正確(它只是在最后一步使用了原始圖像)
我用性能比較寫了自己的一般小提琴:

小提琴

基本上是:

img.onload = function() {
   var canvas = document.createElement('canvas'),
       ctx = canvas.getContext("2d"),
       oc = document.createElement('canvas'),
       octx = oc.getContext('2d');

   canvas.width = width; // destination canvas size
   canvas.height = canvas.width * img.height / img.width;

   var cur = {
     width: Math.floor(img.width * 0.5),
     height: Math.floor(img.height * 0.5)
   }

   oc.width = cur.width;
   oc.height = cur.height;

   octx.drawImage(img, 0, 0, cur.width, cur.height);

   while (cur.width * 0.5 > width) {
     cur = {
       width: Math.floor(cur.width * 0.5),
       height: Math.floor(cur.height * 0.5)
     };
     octx.drawImage(oc, 0, 0, cur.width * 2, cur.height * 2, 0, 0, cur.width, cur.height);
   }

   ctx.drawImage(oc, 0, 0, cur.width, cur.height, 0, 0, canvas.width, canvas.height);
}

我創建了一個可重用的 Angular 服務來為任何感興趣的人處理圖像/畫布的高質量調整: https : //gist.github.com/transitive-bullshit/37bac5e741eaec60e983

該服務包括兩種解決方案,因為它們都有自己的優點/缺點。 lanczos 卷積方法以速度較慢為代價獲得更高質量,而逐步降尺度方法產生合理的抗鋸齒結果並且速度明顯更快。

用法示例:

angular.module('demo').controller('ExampleCtrl', function (imageService) {
  // EXAMPLE USAGE
  // NOTE: it's bad practice to access the DOM inside a controller, 
  // but this is just to show the example usage.

  // resize by lanczos-sinc filter
  imageService.resize($('#myimg')[0], 256, 256)
    .then(function (resizedImage) {
      // do something with resized image
    })

  // resize by stepping down image size in increments of 2x
  imageService.resizeStep($('#myimg')[0], 256, 256)
    .then(function (resizedImage) {
      // do something with resized image
    })
})

雖然其中一些代碼片段簡短且有效,但遵循和理解它們並非易事。

由於我不喜歡堆棧溢出中的“復制粘貼”,我希望開發人員了解他們推送到軟件中的代碼,希望您會發現以下有用。

演示:使用 JS 和 HTML Canvas Demo fiddler 調整圖像大小。

您可能會找到 3 種不同的方法來調整大小,這將幫助您了解代碼的工作方式以及原因。

https://jsfiddle.net/1b68eLdr/93089/

可以在 GitHub 項目中找到演示的完整代碼以及您可能希望在代碼中使用的 TypeScript 方法。

https://github.com/eyalc4/ts-image-resizer

這是最終的代碼:

export class ImageTools {
base64ResizedImage: string = null;

constructor() {
}

ResizeImage(base64image: string, width: number = 1080, height: number = 1080) {
    let img = new Image();
    img.src = base64image;

    img.onload = () => {

        // Check if the image require resize at all
        if(img.height <= height && img.width <= width) {
            this.base64ResizedImage = base64image;

            // TODO: Call method to do something with the resize image
        }
        else {
            // Make sure the width and height preserve the original aspect ratio and adjust if needed
            if(img.height > img.width) {
                width = Math.floor(height * (img.width / img.height));
            }
            else {
                height = Math.floor(width * (img.height / img.width));
            }

            let resizingCanvas: HTMLCanvasElement = document.createElement('canvas');
            let resizingCanvasContext = resizingCanvas.getContext("2d");

            // Start with original image size
            resizingCanvas.width = img.width;
            resizingCanvas.height = img.height;


            // Draw the original image on the (temp) resizing canvas
            resizingCanvasContext.drawImage(img, 0, 0, resizingCanvas.width, resizingCanvas.height);

            let curImageDimensions = {
                width: Math.floor(img.width),
                height: Math.floor(img.height)
            };

            let halfImageDimensions = {
                width: null,
                height: null
            };

            // Quickly reduce the dize by 50% each time in few iterations until the size is less then
            // 2x time the target size - the motivation for it, is to reduce the aliasing that would have been
            // created with direct reduction of very big image to small image
            while (curImageDimensions.width * 0.5 > width) {
                // Reduce the resizing canvas by half and refresh the image
                halfImageDimensions.width = Math.floor(curImageDimensions.width * 0.5);
                halfImageDimensions.height = Math.floor(curImageDimensions.height * 0.5);

                resizingCanvasContext.drawImage(resizingCanvas, 0, 0, curImageDimensions.width, curImageDimensions.height,
                    0, 0, halfImageDimensions.width, halfImageDimensions.height);

                curImageDimensions.width = halfImageDimensions.width;
                curImageDimensions.height = halfImageDimensions.height;
            }

            // Now do final resize for the resizingCanvas to meet the dimension requirments
            // directly to the output canvas, that will output the final image
            let outputCanvas: HTMLCanvasElement = document.createElement('canvas');
            let outputCanvasContext = outputCanvas.getContext("2d");

            outputCanvas.width = width;
            outputCanvas.height = height;

            outputCanvasContext.drawImage(resizingCanvas, 0, 0, curImageDimensions.width, curImageDimensions.height,
                0, 0, width, height);

            // output the canvas pixels as an image. params: format, quality
            this.base64ResizedImage = outputCanvas.toDataURL('image/jpeg', 0.85);

            // TODO: Call method to do something with the resize image
        }
    };
}}

我不明白為什么沒有人建議createImageBitmap

createImageBitmap(
    document.getElementById('image'), 
    { resizeWidth: 300, resizeHeight: 234, resizeQuality: 'high' }
)
.then(imageBitmap => 
    document.getElementById('canvas').getContext('2d').drawImage(imageBitmap, 0, 0)
);

效果很好(假設您為圖像和畫布設置了 id)。

我創建了一個庫,允許您在保留所有顏色數據的同時降低任何百分比。

https://github.com/danschumann/limby-resize/blob/master/lib/canvas_resize.js

您可以在瀏覽器中包含該文件。 結果看起來像photoshop或image magick,保留所有顏色數據,平均像素,而不是取附近的並丟棄其他的。 它不使用公式來猜測平均值,而是采用精確的平均值。

基於 K3N 答案,我通常為任何人重寫代碼

var oc = document.createElement('canvas'), octx = oc.getContext('2d');
    oc.width = img.width;
    oc.height = img.height;
    octx.drawImage(img, 0, 0);
    while (oc.width * 0.5 > width) {
       oc.width *= 0.5;
       oc.height *= 0.5;
       octx.drawImage(oc, 0, 0, oc.width, oc.height);
    }
    oc.width = width;
    oc.height = oc.width * img.height / img.width;
    octx.drawImage(img, 0, 0, oc.width, oc.height);

更新 JSFIDDLE 演示

這是我的在線演示

我寫了一個小的 js-utility 來裁剪和調整前端圖像的大小。 這是 GitHub 項目的鏈接 您也可以從最終圖像中獲取 blob 以發送它。

import imageSqResizer from './image-square-resizer.js'

let resizer = new imageSqResizer(
    'image-input',
    300,
    (dataUrl) => 
        document.getElementById('image-output').src = dataUrl;
);
//Get blob
let formData = new FormData();
formData.append('files[0]', resizer.blob);

//get dataUrl
document.getElementById('image-output').src = resizer.dataUrl;

這是我的代碼,我希望它對 SO 社區中的某些人有用:

您可以將目標圖像尺寸作為參數包含在腳本調用中。 這將是圖像寬度或高度的結果值,以較大者為准。 調整較小的尺寸,保持圖像縱橫比不變。 您還可以在腳本中對默認目標大小進行硬編碼。

您可以輕松更改腳本以滿足您的特定需求,例如您想要的圖像類型(默認為“圖像/png”)用於輸出,並決定您想要按百分比調整圖像大小以獲得更好的結果(請參閱代碼中的常量百分比步驟)。

   const ResizeImage = ( _ => {

const MAX_LENGTH = 260;     // default target size of largest dimension, either witdth or height
const percentStep = .3;     // resizing steps until reaching target size in percents (30% default)
const canvas = document.createElement("canvas");
const canvasContext = canvas.getContext("2d");
const image = new Image();

const doResize = (callback, maxLength) => {

    // abort with error if image has a dimension equal to zero
    if(image.width == 0 || image.height == 0) {
        return {blob: null, error: "either image width or height was zero "};
    }

    // use caller dimension or default length if none provided
    const length = maxLength == null  ? MAX_LENGTH : maxLength;

    canvas.width = image.width;
    canvas.height = image.height;
    canvasContext.drawImage(image, 0, 0, image.width, image.height);
    // if image size already within target size, just copy and return blob
    if(image.width <= length && image.height <= length) {
        canvas.toBlob( blob => {
            callback({ blob: blob, error: null });
        }, "image/png", 1);
        return;
    }

    var startDim = Math.max(image.width, image.height);
    var startSmallerDim = Math.min(image.width, image.height);

    // gap to decrease in size until we reach the target size,
    // be it by decreasing the image width or height,
    // whichever is largest
    const gap = startDim - length;
    // step length of each resizing iteration
    const step = parseInt(percentStep*gap);
    //  no. of iterations
    var nSteps = 0;
    if(step == 0) {
        step = 1;
    } else {
        nSteps = parseInt(gap/step);
    }
    // length of last additional resizing step, if needed
    const lastStep = gap % step;
    // aspect ratio = value by which we'll  multiply the smaller dimension
    // in order to keep the aspect ratio unchanged in each iteration
    const ratio = startSmallerDim/startDim;

    var newDim;          // calculated new length for the bigger dimension of the image, be it image width or height
    var smallerDim;     // length along the smaller dimension of the image, width or height
    for(var i = 0; i < nSteps; i++) {
        // decrease longest dimension one step in pixels
        newDim = startDim - step;
        // decrease shortest dimension proportionally, so as to keep aspect ratio
        smallerDim = parseInt(ratio*newDim);
        // assign calculated vars to their corresponding canvas dimension, width or height
        if(image.width > image.height) {
            [canvas.width, canvas.height]  = [newDim, smallerDim];
        } else {
            [canvas.width, canvas.height] = [smallerDim, newDim];
        }
        // draw image one step smaller
        canvasContext.drawImage(canvas, 0, 0, canvas.width, canvas.height);
        // cycle var startDim for new loop
        startDim = newDim;
    }

    // do last missing resizing step to finally reach target image size
    if(lastStep > 0) {
        if(image.width > image.height) {
            [canvas.width, canvas.height]  = [startDim - lastStep, parseInt(ratio*(startDim - lastStep))];
        } else {
            [canvas.width, canvas.height] = [parseInt(ratio*(startDim -lastStep)), startDim - lastStep];
        }
        canvasContext.drawImage(image, 0, 0, canvas.width, canvas.height);
    }

    // send blob to caller
    canvas.toBlob( blob => {
        callback({blob: blob, error: null});
    }, "image/png", 1);

};

const resize = async (imgSrc, callback, maxLength) => {
    image.src = imgSrc;
    image.onload = _ => {
       doResize(callback, maxLength);
    };
};

return { resize: resize }

})();

用法:

ResizeImage.resize("./path/to/image/or/blob/bytes/to/resize", imageObject => {
    if(imageObject.error != null) {
      // handle errors here
      console.log(imageObject.error);
      return;
    }
    // do whatever you want with the blob, like assinging it to
    // an img element, or uploading it to a database
    // ...
    document.querySelector("#my-image").src = imageObject.blob;
    // ...
}, 300);

我通過在畫布上使用比例解決了這個問題,並且在我的情況下圖像質量變得非常好。

所以首先我縮放畫布內的內容:

ctx.scale(2, 2)

然后用 css 擴展 canvas 標簽:

#myCanvas { transform: scale(0.5); }
export const resizeImage = (imageFile, size = 80) => {
    
    let resolver = ()=>{};

    let reader = new FileReader();

    reader.onload = function (e) {
        let img = document.createElement("img");
        img.onload = function (event) {
            // Dynamically create a canvas element
            let canvas = document.createElement("canvas");

            canvas.width=size;
            canvas.height=size;

            // let canvas = document.getElementById("canvas");
            let ctx = canvas.getContext("2d");

            // Actual resizing
            ctx.drawImage(img, 0, 0, size, size);

            // Show resized image in preview element
            let dataurl = canvas.toDataURL(imageFile.type);

            resolver(dataurl);
        }
        img.src = e.target.result;
    }

    reader.readAsDataURL(imageFile);

    
    return new Promise((resolve, reject) => {
        resolver = resolve;
    })
};

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