halcon例程解析:球焊检验——ball_seq. hdev
可与 球焊检验——ball. hdev 这篇互相参考比对
1. 效果展示
在下图中检测圆形焊接
原图
结果
2. 思路分析
本方案的目的是在电路板上检测圆形的球焊,观察整个电路板,球焊位置的特点,思路有:
- 灰度值
- 面积
- 圆度
与上一篇检测方案不同的是,此例程将检测圆度变为检测矩形,并将此矩形减除;加入了动态的阈值(由单独的图像获得):
- 分割出电路板的区域:利用电路板区域与背景区域的灰度值区别,电路板区域为矩形
- 检测电路板中疑似焊接区域的部分:依靠灰度值,灰度值较低
- 优化感兴趣区域:按面积填充、开运算消除干扰区域、平滑边界(尺度较小)
- 检测矩形(为干扰部分),并减除此区域
- 剩余部分为目标焊点,对齐进行优化,开运算尺度较大
- 排序、显示等
2.1 分割电路板区域
min_max_gray (Bond, Bond, 0, Min, Max, Range)
threshold (Bond, Bright, Max - 80, 255)
shape_trans (Bright, Die, 'rectangle2')
区别于上一例程,此处分割阈值变为依靠图像本身信息动态设定
2.2 检测电路板中疑似焊接区域的部分
reduce_domain (Bond, Die, DieGrey)
min_max_gray (Die, Bond, 0, Min, Max, Range)
threshold (DieGrey, Wires, 0, Min + 30)
焊点部分一般较暗
2.3 优化感兴趣区域
fill_up_shape (Wires, WiresFilled, 'area', 1, 100)
opening_circle (WiresFilled, Balls, 9.5)
2.4 检测出矩形部分,并减除
connection (Balls, SingleBalls)
select_shape_std (SingleBalls, Rect, 'rectangle1', 90)
difference (SingleBalls, Rect, IntermediateBalls)
干扰区域主要为小矩形区域,检测出并减除
2.5 优化焊点区域
gen_empty_region (Forbidden)
expand_gray (IntermediateBalls, Bond, Forbidden, RegionExpand, 4, 'image', 6)
opening_circle (RegionExpand, RoundBalls, 15.5)
全部代码
* ball_seq.hdev: Inspection of Ball Bonding
*
dev_update_off ()
ImageNames := 'die/' + ['die_02','die_03','die_04','die_07']
dev_set_colored (12)
read_image (Bond, ImageNames[0])
get_image_size (Bond, Width, Height)
dev_close_window ()
dev_open_window (0, 0, Width, Height, 'black', WindowHandle)
set_display_font (WindowHandle, 16, 'mono', 'true', 'false')
dev_set_draw ('margin')
dev_set_line_width (3)
NumImages := |ImageNames|
for I := 0 to NumImages - 1 by 1
read_image (Bond, ImageNames[I])
dev_display (Bond)
min_max_gray (Bond, Bond, 0, Min, Max, Range)
threshold (Bond, Bright, Max - 80, 255)
shape_trans (Bright, Die, 'rectangle2')
dev_display (Die)
reduce_domain (Bond, Die, DieGrey)
min_max_gray (Die, Bond, 0, Min, Max, Range)
threshold (DieGrey, Wires, 0, Min + 30)
fill_up_shape (Wires, WiresFilled, 'area', 1, 100)
opening_circle (WiresFilled, Balls, 9.5)
connection (Balls, SingleBalls)
select_shape_std (SingleBalls, Rect, 'rectangle1', 90)
difference (SingleBalls, Rect, IntermediateBalls)
gen_empty_region (Forbidden)
expand_gray (IntermediateBalls, Bond, Forbidden, RegionExpand, 4, 'image', 6)
opening_circle (RegionExpand, RoundBalls, 15.5)
sort_region (RoundBalls, FinalBalls, 'first_point', 'true', 'column')
smallest_circle (FinalBalls, Row, Column, Radius)
NumBalls := |Radius|
Diameter := 2 * Radius
meanDiameter := sum(Diameter) / NumBalls
mimDiameter := min(Diameter)
dev_display (RoundBalls)
if (I != NumImages)
disp_continue_message (WindowHandle, 'black', 'true')
endif
stop ()
endfor