Image processing in Python for remote sensing

Article text.

-- Beata Hejmanowska - 2020-04-29

General informations

Course is composed with:

1. Lecture:

• some theoretical information you can find below in pdf
• useful links:
• IMAGE PROCESSING (2021)

https://esahubble.org/static/projects/fits_liberator/image_processing.pdf

https://www.tutorialspoint.com/dip/index.htm

• REMOTE SENSING (2021) https://seos-project.eu
• http://wisge-moodle.tu.kielce.pl/file.php/1/Remote_sensing_and_fotointerpretation_BHejmanowska.pdf
• https://sentinel.esa.int/web/sentinel/technical-guides/sentinel-2-msi/level-1c/algorithm
• https://sentinel.esa.int/web/sentinel/technical-guides/sentinel-2-msi/level-2a/algorithm
• https://sentinel.esa.int/web/sentinel/technical-guides/sentinel-2-msi/level-2a/product-formatting
• K-means
• StatQuest: K-means clustering, simple form one dimension https://www.youtube.com/watch?v=4b5d3muPQmA
• K-means clustering: how it works - formulas https://www.youtube.com/watch?v=_aWzGGNrcic
• MIT, 12. Clustering: https://www.youtube.com/watch?v=esmzYhuFnds
• Machine Learning Tutorial Python - 13: K Means Clustering: https://www.youtube.com/watch?v=EItlUEPCIzM
• 51 - Image Segmentation using K-means: https://www.youtube.com/watch?v=6CqRnx6Ic48
• simple, clear https://www.youtube.com/watch?v=7Qv0cmJ6FsI
• Jupyter https://www.youtube.com/watch?v=ikt0sny_ImY

• Semi-Automatic Classification Plugin
  Documentation
  Release 5.3.2.1 - nice remote sensing introduction, plu-in also written in Python, github available at the end of tutorial

  https://buildmedia.readthedocs.org/media/pdf/semiautomaticclassificationmanual-v3/latest/semiautomaticclassificationmanual-v3.pdf

https://github.com/RemoteSys/student_imProc

Final score

1. Project - individual project basing on own Sentinel 2 image, traing what we learned

2. Exam:

• Few qestion concerning what we do: source of the data, preprocessing, classification,.....,
• Practical image processing

Lectures

Lecture1 .pdf

Lecture2.ppt

Lecture3.pdf

Lecture4.pdf

Lecture5.pdf

Lecture6.pdf

test_image.rar - ILWIS data for mmanual image classification

test_xls.rar - corresponding xls file

Lecture7.ppt

Lecture8.pdf

collinearity equation xls

Riegl TLS

Introduction to Terrestrial Laser Scanning

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