在opencv中如何获取分段区域列表

时间:2017-07-12 13:37:36

标签: python opencv numpy computer-vision

我正在开展一个项目,我想要评估分段图像区域的某些参数。所以我有以下代码

  col = cv2.imread("in.jpg",1)
  col=cv2.resize(col,(width,height),interpolation=cv2.INTER_CUBIC)
  res=cv2.pyrMeanShiftFiltering(col,20,45,3)

现在想以某种方式获得res中每个区域的掩码列表。 因此,例如,如果res现在是这样的

1 1 0 2 1 
1 0 0 2 1
0 0 2 2 1

我想得到一个输出,如

1 1 0 0 0
1 0 0 0 0
0 0 0 0 0
,
0 0 1 0 0 
0 1 1 0 0
1 1 0 0 0
,
0 0 0 1 0 
0 0 0 1 0
0 0 1 1 0
,
0 0 0 0 1 
0 0 0 0 1
0 0 0 0 1

这是连接的每个相同值组的掩码。也许这可能以某种方式涉及洪水填充功能?我可以 看到这可能是通过循环每个像素,然后洪水填充和比较,看看是否已设置的像素集可能工作,但这似乎是一种非常昂贵的方式,所以有更快的东西吗? 哦,这是代码运行后res的示例图像 here

1 个答案:

答案 0 :(得分:1)

这是cv2.connectedComponents -

的一种方法
  public void createPartControl(Composite parent)
{
  display = parent.getDisplay();
  parent.setLayout(new FillLayout());
  sc = new ScrolledComposite(parent, SWT.V_SCROLL | SWT.H_SCROLL);

  LegendView.composite = new Composite(sc, SWT.NONE);
  RowLayout layout = new RowLayout();
  layout.wrap = true;
  layout.spacing = 5;
  composite.setLayout(layout);

}

public static void addRectangle(String legendMessage)
{
  final String propId = legendMessage;
  final String[] s = propId.split(",");
  if (display != null)
  {
     display.syncExec(new Runnable()
     {
        @Override
        public void run()
        {
           // Creating the color using the RBG values
           final Color color =
                 new Color(display, Integer.parseInt(s[0]), Integer.parseInt(s[1]), Integer.parseInt(s[2]));
           // Creating a canvas for which the rectangle can be drawn on
           Canvas canvas = new Canvas(composite, SWT.NONE);
           // Maybe set the bounds of the canvas
           canvas.addPaintListener(new PaintListener()
           {
              public void paintControl(PaintEvent e)
              {
                 e.gc.drawRectangle(1, 1, 50, 60);
                 e.gc.setBackground(color);
                 e.gc.fillRectangle(2, 2, 49, 59);
              }
           });
           // Disposing the color after it has been used
           canvas.addDisposeListener(new DisposeListener()
           {
              public void widgetDisposed(DisposeEvent e)
              {
                 color.dispose();
              }
           });
           // Creating a label and setting the font
           Label label = new Label(composite, SWT.NULL);
           Font boldFont = new Font( label.getDisplay(), new FontData( "Arial", 12, SWT.BOLD ) ); 
           label.setFont( boldFont ); 

           label.setText(s[3]);              

           composite.redraw();
           composite.layout(true);
           sc.setContent(composite);
        }
     });
  }
}

示例运行 -

def list_seg_regs(a): # a is array
    out = []
    for i in np.unique(a):
        ret, l = cv2.connectedComponents((a==i).astype(np.uint8))
        for j in range(1,ret):
            out.append((l==j).astype(int)) #skip .astype(int) for bool
    return out