Merge pull request #26441 from sturkmen72:upd_tutorials

Update tutorials #26441

### Pull Request Readiness Checklist

See details at https://github.com/opencv/opencv/wiki/How_to_contribute#making-a-good-pull-request

- [x] I agree to contribute to the project under Apache 2 License.
- [x] To the best of my knowledge, the proposed patch is not based on a code under GPL or another license that is incompatible with OpenCV
- [x] The PR is proposed to the proper branch
- [x] There is a reference to the original bug report and related work
- [ ] There is accuracy test, performance test and test data in opencv_extra repository, if applicable
      Patch to opencv_extra has the same branch name.
- [ ] The feature is well documented and sample code can be built with the project CMake

doc/tutorials/core/mat_the_basic_image_container/mat_the_basic_image_container.markdown

@@ -148,7 +148,7 @@ picture in memory.
 Creating a Mat object explicitly
 ----------------------------------
 
-In the @ref tutorial_load_save_image tutorial you have already learned how to write a matrix to an image
+In the @ref tutorial_display_image tutorial you have already learned how to write a matrix to an image
 file by using the @ref cv::imwrite() function. However, for debugging purposes it's much more
 convenient to see the actual values. You can do this using the \<\< operator of *Mat*. Be aware that
 this only works for two dimensional matrices.

doc/tutorials/core/table_of_content_core.markdown

@@ -1,12 +1,17 @@
 The Core Functionality (core module) {#tutorial_table_of_content_core}
 =====================================
 
+@tableofcontents
+
+##### Basic
 -   @subpage tutorial_mat_the_basic_image_container
 -   @subpage tutorial_how_to_scan_images
 -   @subpage tutorial_mat_mask_operations
 -   @subpage tutorial_mat_operations
 -   @subpage tutorial_adding_images
 -   @subpage tutorial_basic_linear_transform
+
+##### Advanced
 -   @subpage tutorial_discrete_fourier_transform
 -   @subpage tutorial_file_input_output_with_xml_yml
 -   @subpage tutorial_how_to_use_OpenCV_parallel_for_new

doc/tutorials/dnn/table_of_content_dnn.markdown

@@ -1,6 +1,8 @@
 Deep Neural Networks (dnn module) {#tutorial_table_of_content_dnn}
 =====================================
 
+@tableofcontents
+
 -   @subpage tutorial_dnn_googlenet
 -   @subpage tutorial_dnn_halide
 -   @subpage tutorial_dnn_halide_scheduling

doc/tutorials/imgproc/table_of_content_imgproc.markdown

@@ -1,8 +1,15 @@
 Image Processing (imgproc module) {#tutorial_table_of_content_imgproc}
 =================================
 
-Basic
------
+@tableofcontents
+
+The imgproc module in OpenCV is a collection of per-pixel image operations (color conversions, filters) drawing (contours, objects, text), and
+geometry transformations (warping, resize) useful for computer vision.
+Here's an overview of the content in the imgproc module, categorized for easier navigation:
+
+##### Basic
+These tutorials cover fundamental image processing tasks, such as drawing on images, applying filters, and morphological operations.
+
 -   @subpage tutorial_basic_geometric_drawing
 -   @subpage tutorial_random_generator_and_text
 -   @subpage tutorial_gausian_median_blur_bilateral_filter
@@ -14,8 +21,9 @@ Basic
 -   @subpage tutorial_threshold
 -   @subpage tutorial_threshold_inRange
 
-Transformations
----------------
+##### Transformations
+These tutorials explore more advanced transformations that modify the image in various ways, such as filtering, warping, and edge detection.
+
 -   @subpage tutorial_filter_2d
 -   @subpage tutorial_copyMakeBorder
 -   @subpage tutorial_sobel_derivatives
@@ -27,16 +35,18 @@ Transformations
 -   @subpage tutorial_remap
 -   @subpage tutorial_warp_affine
 
-Histograms
-----------
+##### Histograms
+Histograms are vital for image analysis, and these tutorials cover operations like equalization, comparison, and back projection.
+
 -   @subpage tutorial_histogram_equalization
 -   @subpage tutorial_histogram_calculation
 -   @subpage tutorial_histogram_comparison
 -   @subpage tutorial_back_projection
 -   @subpage tutorial_template_matching
 
-Contours
---------
+##### Contours
+Contours are curves that represent the boundaries of objects in an image. These tutorials cover techniques to detect and analyze contours.
+
 -   @subpage tutorial_find_contours
 -   @subpage tutorial_hull
 -   @subpage tutorial_bounding_rects_circles
@@ -44,8 +54,9 @@ Contours
 -   @subpage tutorial_moments
 -   @subpage tutorial_point_polygon_test
 
-Others
-------
+##### Others
+These tutorials cover specialized image processing techniques for more complex tasks like deblurring, noise removal, and image segmentation.
+
 -   @subpage tutorial_distance_transform
 -   @subpage tutorial_out_of_focus_deblur_filter
 -   @subpage tutorial_motion_deblur_filter

doc/tutorials/introduction/android_binary_package/android_dev_intro.markdown

@@ -9,6 +9,8 @@ Introduction into Android Development {#tutorial_android_dev_intro}
 | Original author | Rostislav Vasilikhin |
 | Compatibility | OpenCV >= 4.0 |
 
+@tableofcontents
+
 This guide was designed to help you in learning Android development basics and setting up your
 working environment quickly. It was tested with Ubuntu 22.04 and Windows 10.
 

doc/tutorials/introduction/android_binary_package/android_dnn_intro.markdown

@@ -12,6 +12,8 @@
 | Original author | Dmitry Kurtaev |
 | Compatibility | OpenCV >= 4.9 |
 
+@tableofcontents
+
 ## Introduction
 In this tutorial you'll know how to run deep learning networks on Android device
 using OpenCV deep learning module.

doc/tutorials/introduction/android_binary_package/android_ocl_intro.markdown

@@ -9,6 +9,8 @@ Use OpenCL in Android camera preview based CV application {#tutorial_android_ocl
 | Original author | Andrey Pavlenko, Alexander Panov |
 | Compatibility   | OpenCV >= 4.9 |
 
+@tableofcontents
+
 This guide was designed to help you in use of [OpenCL ™](https://www.khronos.org/opencl/) in Android camera preview based CV application.
 Tutorial was written for [Android Studio](http://developer.android.com/tools/studio/index.html) 2022.2.1. It was tested with Ubuntu 22.04.
 

doc/tutorials/introduction/android_binary_package/dev_with_OCV_on_Android.markdown

@@ -9,6 +9,8 @@ Android Development with OpenCV {#tutorial_dev_with_OCV_on_Android}
 | Original authors | Alexander Panov, Rostislav Vasilikhin |
 | Compatibility | OpenCV >= 4.9.0 |
 
+@tableofcontents
+
 This tutorial has been created to help you use OpenCV library within your Android project.
 
 This guide was checked on Ubuntu but contains no platform-dependent parts, therefore should be compatible with any OS supported by Android Studio and OpenCV4Android SDK.

doc/tutorials/introduction/clojure_dev_intro/clojure_dev_intro.markdown

@@ -9,6 +9,8 @@ Introduction to OpenCV Development with Clojure {#tutorial_clojure_dev_intro}
 | Original author | Mimmo Cosenza |
 | Compatibility | OpenCV >= 3.0 |
 
+@tableofcontents
+
 @warning
 This tutorial can contain obsolete information.
 

doc/tutorials/introduction/crosscompilation/arm_crosscompile_with_cmake.markdown

@@ -9,6 +9,8 @@ Cross compilation for ARM based Linux systems {#tutorial_arm_crosscompile_with_c
 | Original author |  Alexander Smorkalov |
 | Compatibility | OpenCV >= 3.0 |
 
+@tableofcontents
+
 @warning
 This tutorial can contain obsolete information.
 

doc/tutorials/introduction/crosscompilation/crosscompile_with_multiarch.markdown

@@ -11,6 +11,8 @@
 | Compatibility   | Ubuntu >=23.04 |
 |^                | OpenCV >=4.8.0 |
 
+@tableofcontents
+
 @warning
 This tutorial may contain obsolete information.
 

doc/tutorials/introduction/desktop_java/java_dev_intro.markdown

@@ -9,6 +9,8 @@ Introduction to Java Development {#tutorial_java_dev_intro}
 | Original author | Eric Christiansen and Andrey Pavlenko |
 | Compatibility | OpenCV >= 3.0 |
 
+@tableofcontents
+
 @warning
 This tutorial can contain obsolete information.
 

doc/tutorials/introduction/display_image/display_image.markdown

@@ -9,6 +9,8 @@ Getting Started with Images {#tutorial_display_image}
 | Original author | Ana Huamán |
 | Compatibility | OpenCV >= 3.4.4 |
 
+@tableofcontents
+
 @warning
 This tutorial can contain obsolete information.
 

doc/tutorials/introduction/java_eclipse/java_eclipse.markdown

@@ -9,6 +9,8 @@ Using OpenCV Java with Eclipse {#tutorial_java_eclipse}
 | Original author | Barış Evrim Demiröz |
 | Compatibility | OpenCV >= 3.0 |
 
+@tableofcontents
+
 @warning
 This tutorial can contain obsolete information.
 

doc/tutorials/introduction/linux_eclipse/linux_eclipse.markdown

@@ -9,6 +9,8 @@ Using OpenCV with Eclipse (plugin CDT) {#tutorial_linux_eclipse}
 | Original author | Ana Huamán |
 | Compatibility | OpenCV >= 3.0 |
 
+@tableofcontents
+
 @warning
 This tutorial can contain obsolete information.
 

doc/tutorials/introduction/linux_gcc_cmake/linux_gcc_cmake.markdown

@@ -9,6 +9,8 @@ Using OpenCV with gcc and CMake {#tutorial_linux_gcc_cmake}
 | Original author | Ana Huamán |
 | Compatibility | OpenCV >= 3.0 |
 
+@tableofcontents
+
 @warning
 This tutorial can contain obsolete information.
 

doc/tutorials/introduction/linux_install/linux_install.markdown

@@ -1,6 +1,7 @@
 Installation in Linux {#tutorial_linux_install}
 =====================
 
+@prev_tutorial{tutorial_env_reference}
 @next_tutorial{tutorial_linux_gdb_pretty_printer}
 
 |    |    |

doc/tutorials/introduction/table_of_content_introduction.markdown

@@ -1,6 +1,8 @@
 Introduction to OpenCV {#tutorial_table_of_content_introduction}
 ======================
 
+@tableofcontents
+
 - @subpage tutorial_general_install
 - @subpage tutorial_config_reference
 - @subpage tutorial_env_reference

doc/tutorials/introduction/windows_install/windows_install.markdown

@@ -9,6 +9,8 @@ Installation in Windows {#tutorial_windows_install}
 | Original author | Bernát Gábor |
 | Compatibility | OpenCV >= 3.0 |
 
+@tableofcontents
+
 @warning
 This tutorial can contain obsolete information.
 

doc/tutorials/introduction/windows_visual_studio_image_watch/windows_visual_studio_image_watch.markdown

@@ -9,6 +9,8 @@ Image Watch: viewing in-memory images in the Visual Studio debugger {#tutorial_w
 | Original author | Wolf Kienzle |
 | Compatibility | OpenCV >= 3.0 |
 
+@tableofcontents
+
 @warning
 This tutorial can contain obsolete information.
 

doc/tutorials/introduction/windows_visual_studio_opencv/windows_visual_studio_opencv.markdown

@@ -8,6 +8,8 @@ How to build applications with OpenCV inside the "Microsoft Visual Studio" {#tut
 | Original author | Bernát Gábor |
 | Compatibility | OpenCV >= 3.0 |
 
+@tableofcontents
+
 @warning
 This tutorial can contain obsolete information.
 
@@ -70,7 +72,7 @@ create it. Then in the upcoming dialog make sure you create an empty project.
 
 ![](images/NewProjectVisualStudio.jpg)
 
-The *local* method
+The local method
 ------------------
 
 Every project is built separately from the others. Due to this every project has its own rule
@@ -179,7 +181,7 @@ entry inside the Property Manager to easily add the OpenCV build rules.
 
 ![](images/PropertyPageAddExisting.jpg)
 
-The *global* method
+The global method
 -------------------
 
 In case you find it too troublesome to add the property pages to each and every one of your projects you

modules/core/include/opencv2/core/mat.hpp

@@ -3556,7 +3556,7 @@ public:
 /** @brief Matrix expression representation
 @anchor MatrixExpressions
 This is a list of implemented matrix operations that can be combined in arbitrary complex
-expressions (here A, B stand for matrices ( Mat ), s for a scalar ( Scalar ), alpha for a
+expressions (here A, B stand for matrices ( cv::Mat ), s for a cv::Scalar, alpha for a
 real-valued scalar ( double )):
 -   Addition, subtraction, negation: `A+B`, `A-B`, `A+s`, `A-s`, `s+A`, `s-A`, `-A`
 -   Scaling: `A*alpha`
@@ -3571,13 +3571,13 @@ real-valued scalar ( double )):
     0.
 -   Bitwise logical operations: `A logicop B`, `A logicop s`, `s logicop A`, `~A`, where *logicop* is one of
   `&`, `|`, `^`.
--   Element-wise minimum and maximum: `min(A, B)`, `min(A, alpha)`, `max(A, B)`, `max(A, alpha)`
--   Element-wise absolute value: `abs(A)`
+-   Element-wise minimum and maximum: cv::min(A, B), cv::min(A, alpha), cv::max(A, B), cv::max(A, alpha)
+-   Element-wise absolute value: cv::abs(A)
 -   Cross-product, dot-product: `A.cross(B)`, `A.dot(B)`
--   Any function of matrix or matrices and scalars that returns a matrix or a scalar, such as norm,
-    mean, sum, countNonZero, trace, determinant, repeat, and others.
+-   Any function of matrix or matrices and scalars that returns a matrix or a scalar, such as cv::norm,
+    cv::mean, cv::sum, cv::countNonZero, cv::trace, cv::determinant, cv::repeat, and others.
 -   Matrix initializers ( Mat::eye(), Mat::zeros(), Mat::ones() ), matrix comma-separated
-    initializers, matrix constructors and operators that extract sub-matrices (see Mat description).
+    initializers, matrix constructors and operators that extract sub-matrices (see cv::Mat description).
 -   Mat_<destination_type>() constructors to cast the result to the proper type.
 @note Comma-separated initializers and probably some other operations may require additional
 explicit Mat() or Mat_<T>() constructor calls to resolve a possible ambiguity.