Java如何實(shí)現(xiàn)圖像的卷積效果

更新時(shí)間：2024年03月25日 09:52:23 作者：feng之鋒

這篇文章主要介紹了Java如何實(shí)現(xiàn)圖像的卷積效果問(wèn)題,具有很好的參考價(jià)值,希望對(duì)大家有所幫助,如有錯(cuò)誤或未考慮完全的地方,望不吝賜教

圖像的卷積

指的是使用一個(gè)卷積核（kernel）對(duì)圖像中的每一個(gè)像素進(jìn)行一些列操作。

卷積核（算子）是用來(lái)做圖像處理時(shí)的矩陣，圖像處理時(shí)也稱為掩膜，是于原圖像做運(yùn)算的參數(shù)。

卷積核通常是一個(gè)方形的網(wǎng)格結(jié)構(gòu)，該區(qū)域上的每一個(gè)方格都有一個(gè)權(quán)重值，

如下圖，利用一個(gè)3 * 3的卷積核與圖像上的相應(yīng)大小的區(qū)域進(jìn)行卷積運(yùn)算，即對(duì)應(yīng)相乘再相加，0*4+0*0+0*0+0*0+0*1+1*0+0*0+1*0+2*（-4）=-8.

Java中實(shí)現(xiàn)的效果

主類：

package com.yf1105;

import java.awt.Color;
import java.awt.FlowLayout;
import java.awt.Graphics;
import java.awt.image.BufferedImage;
import java.io.File;

import javax.imageio.ImageIO;
import javax.swing.JFrame;


public class DrawF {
	public static void main(String[] args) {
		DrawF drawpanel = new DrawF();
		drawpanel.showUI();
		
	}
	
	public void showUI() {
		JFrame jf = new JFrame();
		jf.setTitle("圖片");
		jf.setSize(800, 800);
		jf.setDefaultCloseOperation(JFrame.EXIT_ON_CLOSE);
		jf.setLayout(new FlowLayout());
		jf.setLocationRelativeTo(null);
		
		jf.setVisible(true);
		
		//獲取畫筆一定要在可見之后
		Graphics g = jf.getGraphics();
		//添加監(jiān)聽器
		DrawListener mouse = new DrawListener();
		jf.addMouseListener(mouse);
		//將主類中的畫筆傳給監(jiān)聽器類中去
		mouse.g = g;
	}
}

監(jiān)聽類：

package com.yf1105;

import java.awt.Color;
import java.awt.Graphics;
import java.awt.event.MouseEvent;
import java.awt.event.MouseListener;
import java.awt.image.BufferedImage;
import java.io.File;

import javax.imageio.ImageIO;

public class DrawListener implements MouseListener{
	Graphics g;
	
	public int[][] getImagePixel(String path){
		File file = new File(path);
		
		BufferedImage bufferImage = null;
		try {
			bufferImage = ImageIO.read(file);
		} catch (Exception e) {
			// TODO: handle exception
			e.printStackTrace();
			
		}
		
		int w = bufferImage.getWidth();
		int h = bufferImage.getHeight();
		
		int [][] pixelArray = new int[w][h];
		
		for(int i = 0; i < w; i++) {
			for(int j = 0; j < h; j++) {
				//讀取每個(gè)位置的像素點(diǎn)對(duì)應(yīng)的RGB值
				int pixel = bufferImage.getRGB(i, j);
				pixelArray[i][j] = pixel;
			}
		}
		return pixelArray;
		
	}
	
	//在界面上畫出ia數(shù)組圖像，即卷積結(jié)果
	public void drawjj(Graphics g) {
		int[][] ia = getImagePixel("image/3.jpg");
		ia = valide(ia, kArray);
		for(int i = 0; i<ia.length; i++) {
			for(int j = 0; j<ia[0].length; j++) {
				int pie = ia[i][j];
				Color color = new Color(pie,pie,pie);
				g.setColor(color);
				g.fillRect(i, j, 1, 1);
			}
		}
		
	}
	
	//卷積核
	float[][] kArray = {{-1, -1, -1, -1, -1}, {-1, -1, -1, -1, -1}, {-1, -1, 25, -1, -1}, {-1, -1, -1, -1, -1}, {-1, -1, -1, -1, -1}};
	
	
	//實(shí)現(xiàn)卷積操作
	public static int[][] valide(int[][] src, float[][] filter){
		int[][] tem = new int[filter.length][filter[0].length];
		int valideWidth = src[0].length - filter[0].length;
		int valideHeigth = src.length - filter.length + 1;
		int[][] valide = new int[valideHeigth][valideWidth];
		
		for(int i = 0; i<valideHeigth; i++) {
			for(int j = 0; j<valideWidth; j++) {
				for(int y = 0; y<filter.length; y++) {
					for(int z = 0; z<filter[0].length; z++ ) {
						tem[y][z] = (int)((src[i+y][j+z])*filter[y][z]); 
					}
				}
				int kk = 0;
				for(int y = 0; y<filter.length; y++) {
					for(int z = 0; z<filter[0].length; z++) {
						kk += tem[y][z];
					}
				}
				if(kk<0)kk=0;
				if(kk>255)kk=255;
				valide[i][j] = kk;
				
				}
			}
			return valide;
		}
		
	
	public void mouseClicked(MouseEvent e) {
		System.out.println("點(diǎn)擊");
		drawjj(g);
		
		
	}
	
	public void mousePressed(MouseEvent e) {}
	
	public void mouseReleased(MouseEvent e) {}
	
	public void mouseEntered(MouseEvent e) {}
	
	public void mouseExited(MouseEvent e) {}
}