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Information
| Code | BL242 |
| Name | Image Processing |
| Term | 2024-2025 Academic Year |
| Semester | 4. Semester |
| Duration (T+A) | 3-0 (T-A) (17 Week) |
| ECTS | 5 ECTS |
| National Credit | 3 National Credit |
| Teaching Language | Türkçe |
| Level | Belirsiz |
| Type | Normal |
| Mode of study | Yüz Yüze Öğretim |
| Catalog Information Coordinator | Mahir ATMIŞ |
| Course Instructor |
1 |
Course Goal / Objective
The aim of the Image Processing course; Representation of images on the computer, teaching basic image processing methods and algorithms in the spatial and frequency domain, and introducing the basic components of an image analysis system.
Course Content
Definition of image, camera, digital image, 2D signals and systems, digital image enhancement, point and morphological transformations.
Course Precondition
Python Knowledge
Resources
Lecture Notes, Mahir ATMIŞ
Notes
https://neptune.ai/blog/image-processing-python
Course Learning Outcomes
| Order | Course Learning Outcomes |
|---|---|
| LO01 | Gains descriptive knowledge in the field of image processing. |
| LO02 | Gains basic mathematical knowledge about image processing. |
| LO03 | Gains the ability to perform a predetermined operation on a digital image, such as improving quality, transforming, and discovering hidden information. |
| LO04 | Gains the ability to perform morphological operations on a digital image. |
| LO05 | Gains two-dimensional filter design skills. |
| LO06 | Gains the ability to recognize objects in the image through software. |
| LO07 | Acquires the basic infrastructure that can produce solutions to image processing problems. |
| LO08 | Analyzes basic algorithms for image processing. |
Relation with Program Learning Outcome
| Order | Type | Program Learning Outcomes | Level |
|---|---|---|---|
| PLO01 | Bilgi - Kuramsal, Olgusal | Has basic knowledge, current technologies, and applied skills. | 5 |
| PLO02 | Bilgi - Kuramsal, Olgusal | Gains knowledge about occupational health and safety, environmental awareness, and quality processes. | |
| PLO03 | Bilgi - Kuramsal, Olgusal | Has knowledge of basic electronic components comprising computer hardware and their operations. | |
| PLO04 | Bilgi - Kuramsal, Olgusal | Has knowledge about Atatürk's Principles and History of Revolution. | |
| PLO05 | Beceriler - Bilişsel, Uygulamalı | Keeps track of current developments and applications in computer programming, and utilizes them effectively. | 5 |
| PLO06 | Beceriler - Bilişsel, Uygulamalı | Has the ability to solve problems in the field of computer programming. | 5 |
| PLO07 | Beceriler - Bilişsel, Uygulamalı | Creates algorithms and data structures, and performs mathematical calculations. | 5 |
| PLO08 | Beceriler - Bilişsel, Uygulamalı | Explains and implements web programming technologies. | |
| PLO09 | Beceriler - Bilişsel, Uygulamalı | Performs database design and management. | |
| PLO10 | Beceriler - Bilişsel, Uygulamalı | Tests software and resolves errors. | |
| PLO11 | Beceriler - Bilişsel, Uygulamalı | Can utilize software and package programs in the field of computer programming. | 5 |
| PLO12 | Beceriler - Bilişsel, Uygulamalı | Explains, designs and installs network systems. | |
| PLO13 | Beceriler - Bilişsel, Uygulamalı | uses word processor, spreadsheet, presentation programs. | |
| PLO14 | Yetkinlikler - İletişim ve Sosyal Yetkinlik | Can effectively present thoughts on computer technologies through written and verbal communication, expressing them clearly and comprehensibly. | |
| PLO15 | Yetkinlikler - Bağımsız Çalışabilme ve Sorumluluk Alabilme Yetkinliği | Takes responsibility as a team member to solve unforeseen complex problems encountered in practical applications of computer programming. | |
| PLO16 | Yetkinlikler - Öğrenme Yetkinliği | Has awareness in career management and lifelong learning. | |
| PLO17 | Yetkinlikler - Alana Özgü Yetkinlik | Has societal, scientific, cultural, and ethical values in the collection, application, and announcement of results related to computer technologies. | 5 |
| PLO18 | Yetkinlikler - İletişim ve Sosyal Yetkinlik | Follows developments in the field using a foreign language and communicates with colleagues. | |
| PLO19 | Yetkinlikler - İletişim ve Sosyal Yetkinlik | Can effectively communicate in Turkish both in written and oral forms. |
Week Plan
| Week | Topic | Preparation | Methods |
|---|---|---|---|
| 1 | Entrance. Eye, camera, digital image, color image | Preparation is not required. | Öğretim Yöntemleri: Anlatım |
| 2 | Basic concepts, neighborhood, distance, translation, rotation | Preparation is not required. | Öğretim Yöntemleri: Anlatım |
| 3 | Point processing and basic point functions | Preparation is not required. | Öğretim Yöntemleri: Alıştırma ve Uygulama |
| 4 | Histogram ve histogram işlemleri | Preparation is not required. | Öğretim Yöntemleri: Alıştırma ve Uygulama |
| 5 | Fourier Transform, 2-D Fourier Transform | Preparation is not required. | Öğretim Yöntemleri: Alıştırma ve Uygulama |
| 6 | 2-D Discrete Fourier Transform | Preparation is not required. | Öğretim Yöntemleri: Alıştırma ve Uygulama |
| 7 | 2-D convolution, spatial filters | Preparation is not required. | Öğretim Yöntemleri: Alıştırma ve Uygulama |
| 8 | Mid-Term Exam | Must Study | Ölçme Yöntemleri: Yazılı Sınav |
| 9 | Filters in the frequency plane | Preparation is not required. | Öğretim Yöntemleri: Alıştırma ve Uygulama |
| 10 | Quantization, regional quantization, steganography | Preparation is not required. | Öğretim Yöntemleri: Alıştırma ve Uygulama |
| 11 | Clustering | Preparation is not required. | Öğretim Yöntemleri: Alıştırma ve Uygulama |
| 12 | Noise reduction, blur filter, median filter | Preparation is not required. | Öğretim Yöntemleri: Alıştırma ve Uygulama |
| 13 | Sharpening and edge detection Sobel and Canny operators | Preparation is not required. | Öğretim Yöntemleri: Alıştırma ve Uygulama |
| 14 | Morphological transformations | Preparation is not required. | Öğretim Yöntemleri: Alıştırma ve Uygulama |
| 15 | Image Processing Applications | Preparation is not required. | Öğretim Yöntemleri: Alıştırma ve Uygulama |
| 16 | Term Exams | Must Study | Ölçme Yöntemleri: Yazılı Sınav |
| 17 | Term Exams | Must Study | Ölçme Yöntemleri: Yazılı Sınav |
Student Workload - ECTS
| Works | Number | Time (Hour) | Workload (Hour) |
|---|---|---|---|
| Course Related Works | |||
| Class Time (Exam weeks are excluded) | 14 | 3 | 42 |
| Out of Class Study (Preliminary Work, Practice) | 14 | 4 | 56 |
| Assesment Related Works | |||
| Homeworks, Projects, Others | 1 | 10 | 10 |
| Mid-term Exams (Written, Oral, etc.) | 1 | 2 | 2 |
| Final Exam | 1 | 3 | 3 |
| Total Workload (Hour) | 113 | ||
| Total Workload / 25 (h) | 4,52 | ||
| ECTS | 5 ECTS | ||