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image-blending's Introduction

Image-Blending

Type: Academic Individual Project

Project Description

NCSU ECE 558 (Digital Imaging Systems) Project 2

  • Implement functions for Gaussian/Laplacian pyramid image blending in Python

Dependencies

  • numpy
  • cv2
  • Spyder IDE (used), Linux, or Anaconda on Windows 10 Education

About the Repo.

  • kddo_code contains P1_q1.py, P2_Packages.py, and main.py that are carefully commented
    • P1_q1.py reuses the 2-D convolution and padding functions from ECE 558 (Digital Imaging Systems) Project 1. The file is used as a Python module to import necessary helper functions in P2_Packages.py
    • P2_Packages.py implements the LoG pyramid algorithm and is used as a Python module to import helper functions in main.py
  • kddo_images contains folders of three image pairs. Each pair contains a folder of orginal images and result images
  • Final report details the implementations of the functions in this project along with the results + analysis

Author

Khoa Do

Reference

[1] M. Zhao, “Image Blending Using Laplacian Pyramids,” Becominghuman.ai, 14-May-2020. [Online]. Available: https://becominghuman.ai/image-blending-using-laplacian-pyramids-2f8e9982077f. [Accessed: 28-Oct-2021].

[2] F. Projcheski, “How to Blend Images Using Gaussian and Laplacian Pyramid,” Laconicml.com, 25-Jul-2020. [Online]. Available: https://laconicml.com/blend-images-laplacian-pyramid/. [Accessed: 28-Oct-2021].

[3] I. Nader, “Image Blending Using Pyramids in OpenCV Python,” Morioh.com, Jun-2021. [Online]. Available: https://morioh.com/p/1e6a4d2d950c. [Accessed: 28-Oct-2021].

[4] Kang and Atul, “Image Pyramids OpenCV Python,” Theailearner.com, 19-Aug-2019. [Online]. Available: https://theailearner.com/tag/image-pyramids-opencv-python/. [Accessed: 28-Oct-2021].

[5] https://github.com/PadovaY/pyramid_blend.

[6] https://github.com/jagracar/OpenCV-python-tests.

Additional Notes

N/A

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