From 77a62ba304ea26dee8028b6da5c050551bcd3ded Mon Sep 17 00:00:00 2001 From: Ali Date: Fri, 27 Sep 2024 10:08:01 +0330 Subject: [PATCH] ArithmeticOperation --- src/08.ArithmeticOperation.md | 94 ++++++++++++++++++++++++++++++++++ src/SUMMARY.md | 3 +- src/assets/blending.jpg | Bin 0 -> 18624 bytes src/assets/overlay.jpg | Bin 0 -> 23829 bytes 4 files changed, 96 insertions(+), 1 deletion(-) create mode 100644 src/08.ArithmeticOperation.md create mode 100644 src/assets/blending.jpg create mode 100644 src/assets/overlay.jpg diff --git a/src/08.ArithmeticOperation.md b/src/08.ArithmeticOperation.md new file mode 100644 index 0000000..9b24c60 --- /dev/null +++ b/src/08.ArithmeticOperation.md @@ -0,0 +1,94 @@ +# هدف +* یادگرفتن عملیات های محاسباتی مانند اضافه کردن و کم کردن +* یادگیری توابع ` cv.add(), cv.addWeighted()` + +## اضافه کردن +شما میتونید دو عکس رو با تابع ` cv.add()` به هم اضافه کنید یا به صورت ساده تر +توسط کتابخانه numpy , `res = img1 + img2` توجه کنید دو عکس باید هم نوع و عمق یکسانی داشته باشند یا تصویر دوم فقط یک مقدار اسکالر باشد + +به عنوان مثال +```python +>>> x = np.uint8([250]) +>>> y = np.uint8([10]) + +>>> print( cv.add(x,y) ) # 250+10 = 260 => 255 +[[255]] + +>>> print( x+y ) # 250+10 = 260 % 256 = 4 +[4] +``` +توجه کنید که استفاده از توابع خود کتابخانه نتیجه بهتری به ما میدهند + +## Image Blending + +این نیز ترکیب دوعکس است با این تفاوت که وزن به هر عکس داده میشود که باعت ترکیب شدن بهتر میشود و حس شفافیت بهتری دارد +معادله آن : `dst = α⋅img1 + β⋅img2 + γ` +* `α` - وزن تصویر اول +* `β` - وزن تصویر دوم +* `γ` - یک مقدار ثابت + +توجه داشته باشید که جمع دو وزن باید 1 شود + +مثال زیر از یک ترکیب دوعکس با وزن 0.7 و 0.3 است و سپس تابع `cv.addWeighted()` معادله را در آن اعمال میکند +در این مثال `γ` صفر داده شده + +```python + +img1 = cv.imread('ml.png') +img2 = cv.imread('opencv-logo.png') +assert img1 is not None, "file could not be read, check with os.path.exists()" +assert img2 is not None, "file could not be read, check with os.path.exists()" + +dst = cv.addWeighted(img1,0.7,img2,0.3,0) + +cv.imshow('dst',dst) +cv.waitKey(0) +cv.destroyAllWindows() + +``` +![image](./assets/blending.jpg) + + +## عملیات های بیتی +شامل عملیات بیتی AND، OR، NOT، و XOR می‌شود +این عملیات برای استخراج های بخش های عکس بسیار مفید خواهد بود +مانند نواحی مورد علاقه(ROI) غیر مستطیلی +در مثال زیر خواهیم دید چگونه یک قسمت خاصی از عکس رو تغییر بدیم + +میخواهیم یک لوگو رو روی عکس قرار بدیم , نمیتونیم دو عکس رو به هم اضافه کنیم چون رنگ تغییر میکنه +ترکیب هم نمیتونیم بکنیم چون یک حالت شفاف به ما میده و من میخواهیم لوگو مات باشه , برای همین از عملیات های بیتی استفاده میکنم + +```python +# Load two images +img1 = cv.imread('messi5.jpg') +img2 = cv.imread('opencv-logo-white.png') +assert img1 is not None, "file could not be read, check with os.path.exists()" +assert img2 is not None, "file could not be read, check with os.path.exists()" + +# I want to put logo on top-left corner, So I create a ROI +rows,cols,channels = img2.shape +roi = img1[0:rows, 0:cols] + +# Now create a mask of logo and create its inverse mask also +img2gray = cv.cvtColor(img2,cv.COLOR_BGR2GRAY) +ret, mask = cv.threshold(img2gray, 10, 255, cv.THRESH_BINARY) +mask_inv = cv.bitwise_not(mask) + +# Now black-out the area of logo in ROI +img1_bg = cv.bitwise_and(roi,roi,mask = mask_inv) + +# Take only region of logo from logo image. +img2_fg = cv.bitwise_and(img2,img2,mask = mask) + +# Put logo in ROI and modify the main image +dst = cv.add(img1_bg,img2_fg) +img1[0:rows, 0:cols ] = dst + +cv.imshow('res',img1) +cv.waitKey(0) +cv.destroyAllWindows() +``` +در قسمت چپ عکس زیر ماسکی است که ساختیم و عکس سمت راست نتیجه رو نشون میده +![img](./assets/overlay.jpg) + +برای تمرین میتونید که اسلاید شو بسازید که عکس ها خیلی نرم تغییر میکنند \ No newline at end of file diff --git a/src/SUMMARY.md b/src/SUMMARY.md index cc7ff21..8af6025 100644 --- a/src/SUMMARY.md +++ b/src/SUMMARY.md @@ -6,4 +6,5 @@ - [توابع رسم](./04.DrawingFunc.md) - [مدیریت موس](./05.MouseHandling.md) - [پنل رنگ](./06.ColorPallette.md) -- [عملیات های پایه ای روی عکس](./07.ImageCoreOperation.md) \ No newline at end of file +- [عملیات های پایه ای روی عکس](./07.ImageCoreOperation.md) +- [عملیات های محاسباتی ریاضیاتی روی عکس](./08.ArithmeticOperation.md) \ No newline at end of file diff --git a/src/assets/blending.jpg b/src/assets/blending.jpg new file mode 100644 index 0000000000000000000000000000000000000000..96e26c88bddfe2c4c3192e94cd3935c364ab8acd GIT binary patch literal 18624 zcmbSybyQnlw{0j;9Ev-%1&RcBPoc#N6n7}@?%qO6aS9YDDee~By|_CBDeg|t00}&P z-*@l3_rAa0dpl#FF*0&w&z!yYT5GPk9_Js|0523}6=VS@C;$M;(+BXl1b7EPM@2(J zLq&f&prfNd$H2wJcxnVVI9RxZ1VluH1cZddWHjW&Bvhn?gcPqRsAy^F>FJ5dUo*a@ zW2B*@r~Bt7C{LGSJjcMt#Kfl~Ata&ue{PSR076Va6G|5<%4@(gLKIX&l*b+b{nI$n zQU28c|ItvMp`tyF5)%s>=jnvH7l3CdsHo4L#{UH1>FmI#-vMZZ=tQr0q@EM2nPR+l zCE@)NpN+{NUG;}lee#Tv&&(|Z3!99bf|82q4KoWX8^3^{kg$m8yZ17(a`Fm_8k$<# zI=XuL<`$M#);6|w?jD|A-afv5p>p_VLiT?LEad+S+5ZOiU$_SDESAv 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