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Android OpenCV实现对小票的截取

Android OpenCV实现对小票的截取

作者: itfitness | 来源:发表于2022-05-07 10:05 被阅读0次

    目录

    效果展示

    实现流程

    关键代码

    关键代码比较简单,这里我是使用官方提供的Java API实现的代码如下

    //导入源图像
                        val bitmap: Bitmap = BitmapFactory.decodeResource(resources, R.drawable.img)
                        val src = Mat()
                        Utils.bitmapToMat(bitmap, src) //将bitmap转换为Mat
    
    
                        val thresholdImage = Mat(src.size(),src.type())
                        val cannyImage = Mat(src.size(),src.type())
    
                        //将图像转换为灰度图像
                        Imgproc.cvtColor(src, thresholdImage, Imgproc.COLOR_RGBA2GRAY)
                        //将图像转换为边缘二值图像
                        Imgproc.threshold(thresholdImage,thresholdImage,150.0,255.0,Imgproc.THRESH_BINARY)
    
                        //查找边缘
                        Imgproc.Canny(thresholdImage, cannyImage, 100.0, 200.0,3)
                        val kernel = Imgproc.getStructuringElement(Imgproc.MORPH_RECT, Size(3.0, 3.0)) //获取结构元素
                        //膨胀操作
                        Imgproc.dilate(cannyImage, cannyImage, kernel)
                        val hierarchy = Mat()
                        val contours: ArrayList<MatOfPoint> = ArrayList()
                        //轮廓发现
                        Imgproc.findContours(
                            cannyImage,
                            contours,
                            hierarchy,
                            Imgproc.RETR_EXTERNAL,
                            Imgproc.CHAIN_APPROX_NONE
                        )
    
                        //找出最大轮廓
                        var rectMax = Rect()
                        var maxIndex = 0
                        for (i in 0 until contours.size) {
                            val rect = Imgproc.boundingRect(contours[i])
                            if(rect.width * rect.height > rectMax.width * rectMax.height){
                                rectMax = rect
                                maxIndex = i
                            }
                        }
    
                        //画出小票轮廓
                        val showContoursImg = Mat()
                        src.copyTo(showContoursImg)
                        Imgproc.drawContours(showContoursImg,contours,maxIndex,Scalar(255.0, 0.0, 0.0, 255.0),10, 8)
                        val contoursBitmap = Bitmap.createBitmap(bitmap.width,bitmap.height,bitmap.config)
                        Utils.matToBitmap(showContoursImg,contoursBitmap)
                        activityMainBinding.imgContours.setImageBitmap(contoursBitmap)
    
                        //找出最大轮廓的四个顶点
                        val points = contours[maxIndex]
                        //左上角顶点
                        var topLeftPoint:Point? = null
                        //右下角顶点
                        var bottomRightPoint:Point? = null
                        //右上角顶点
                        var topRightPoint:Point? = null
                        //左下角顶点
                        var bottomLeftPoint:Point? = null
                        points.toList().forEach {
                            //寻找右上角顶点
                            if(topRightPoint == null){
                                topRightPoint = it
                            }else{
                                if(topRightPoint!!.x / topRightPoint!!.y < it.x / it.y){
                                    topRightPoint = it
                                }
                            }
                            //寻找右下角顶点
                            if(bottomRightPoint == null){
                                bottomRightPoint = it
                            }else{
                                if(bottomRightPoint!!.x + bottomRightPoint!!.y < it.x + it.y){
                                    bottomRightPoint = it
                                }
                            }
                            //寻找左上角顶点
                            if(topLeftPoint == null){
                                topLeftPoint = it
                            }else{
                                if(topLeftPoint!!.x + topLeftPoint!!.y > it.x + it.y){
                                    topLeftPoint = it
                                }
                            }
                            //寻找左下角顶点
                            if(bottomLeftPoint == null){
                                bottomLeftPoint = it
                            }else{
                                if(bottomLeftPoint!!.x / bottomLeftPoint!!.y > it.x / it.y){
                                    bottomLeftPoint = it
                                }
                            }
                        }
    
    
                        //画出轮廓顶点
                        val showVerticesImg = Mat()
                        src.copyTo(showVerticesImg)
                        Imgproc.circle(showVerticesImg,topLeftPoint,10,Scalar(0.0, 255.0, 0.0, 255.0),50, 8)
                        Imgproc.circle(showVerticesImg,bottomRightPoint,10,Scalar(0.0, 255.0, 0.0, 255.0),50, 8)
                        Imgproc.circle(showVerticesImg,topRightPoint,10,Scalar(0.0, 255.0, 0.0, 255.0),50, 8)
                        Imgproc.circle(showVerticesImg,bottomLeftPoint,10,Scalar(0.0, 255.0, 0.0, 255.0),50, 8)
                        val verticesBitmap = Bitmap.createBitmap(bitmap.width,bitmap.height,bitmap.config)
                        Utils.matToBitmap(showVerticesImg,verticesBitmap)
                        activityMainBinding.imgVertices.setImageBitmap(verticesBitmap)
    
    
                        //进行透视变换
                        val fromPoints = MatOfPoint2f(topLeftPoint,topRightPoint,bottomLeftPoint,bottomRightPoint)
                        val toPoints = MatOfPoint2f(
                            Point(0.0,0.0),
                            Point(rectMax.width.toDouble(),0.0),
                            Point(0.0, rectMax.height.toDouble()),
                            Point(rectMax.width.toDouble(), rectMax.height.toDouble())
                        )
                        val transform = Imgproc.getPerspectiveTransform(fromPoints,toPoints)
                        //创建一个与小票一样比例的Bitmap用来存放最终效果图
                        val dstBitmap = Bitmap.createBitmap(rectMax.width,rectMax.height,bitmap.config)
                        //对二值化的图像进行变换(因为这样出来的图文字比较清晰)
                        Imgproc.warpPerspective(thresholdImage,thresholdImage,transform, Size(rectMax.width.toDouble(), rectMax.height.toDouble()))
                        Utils.matToBitmap(thresholdImage, dstBitmap) //将Mat转为Bitmap
                        activityMainBinding.imgDst.setImageBitmap(dstBitmap)
    
    
                        //释放资源
                        thresholdImage.release()
                        cannyImage.release()
                        src.release()
                        showContoursImg.release()
                        showVerticesImg.release()
    

    案例源码

    完整的代码如下:
    https://gitee.com/itfitness/opencv-cutreceipts

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