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+# Geometric Operations and Mathematical Tools with OpenCV Library
+
+## Project Summary
+
+Spatial operations use pixels in a neighborhood to determine the present pixel value. Applications include filtering and sharpening. They are used in many steps in computer vision like segmentation and are a key building block in Artificial Intelligence algorithms. In this repositroy, you can see examples about usage of spatial operations in image processing.  All details are in **spatial_filtering.ipynb** file. The information acquired under this project was entirely acquired by **IBM**.
+
+## How to Run Code
+
+Before running the code make sure that you have these libraries:
+
+ - matplotlib
+ - numpy
+ - opencv
+
+## Contact Me
+
+If you have something to say to me please contact me: 
+
+ - Twitter: [Doguilmak](https://twitter.com/Doguilmak)  
+ - Mail address: doguilmak@gmail.com
+
+## References
+
+\[1] [Joseph Santarcangelo](https://www.linkedin.com/in/joseph-s-50398b136/?utm_medium=Exinfluencer&utm_source=Nurture&utm_content=000026UJ&utm_term=10006555&utm_id=SkillsNetwork-Courses-IBMDeveloperSkillsNetwork-CV0101EN-Coursera-25797139&utm_email=Email&utm_campaign=PLACEHOLDER) has a PhD in Electrical Engineering, his research focused on using machine learning, signal processing, and computer vision to determine how videos impact human cognition. Joseph has been working for IBM since he completed his PhD.
+
+\[2]  Images were taken from: [https://homepages.cae.wisc.edu/\~ece533/images/](https://homepages.cae.wisc.edu/\~ece533/images/?utm_medium=Exinfluencer&utm_source=Nurture&utm_content=000026UJ&utm_term=10006555&utm_id=SkillsNetwork-Courses-IBMDeveloperSkillsNetwork-CV0101EN-Coursera-25797139&utm_email=Email&utm_campaign=PLACEHOLDER)
+
+\[3]  <a href='https://pillow.readthedocs.io/en/stable/index.html?utm_medium=Exinfluencer&utm_source=Exinfluencer&utm_content=000026UJ&utm_term=10006555&utm_id=NA-SkillsNetwork-Channel-SkillsNetworkCoursesIBMDeveloperSkillsNetworkCV0101ENCoursera25797139-2021-01-01'>Pillow Docs</a>
+
+\[4]  <a href='https://opencv.org/?utm_medium=Exinfluencer&utm_source=Exinfluencer&utm_content=000026UJ&utm_term=10006555&utm_id=NA-SkillsNetwork-Channel-SkillsNetworkCoursesIBMDeveloperSkillsNetworkCV0101ENCoursera25797139-2021-01-01'>Open CV</a>
+
+\[5] Gonzalez, Rafael C., and Richard E. Woods. "Digital image processing." (2017).
+
+\[6] Jian, Wushuai, Xueyan Sun, and Shuqian Luo. "Computer-aided diagnosis of breast microcalcifications based on dual-tree complex wavelet transform." Biomedical engineering online 11.1 (2012): 1-12.
+