Скачать или смотреть Lecture 6 Simple Thresholding

In this tutorial, we will be using artificial intelligence (AI) to help reverse-engineer (RE) an integrated circuit (IC) from a scanning electron microscope (SEM) image for hardware assurance. We invite you to follow along with this tutorial and build your own project. We hope this project will serve you well as a resume-booster when applying for a job or further education, or professional development to support your existing position. Using python, this module will introduce various topics within image processing, computer vision, and machine learning.

Part 1 Description:
In this lecture, we will be introducing the IC SEM RE problem and setting up our code pipeline for the project. To code along with me, please refer to the following resources:
Paper: https://doi.org/10.1109/MDAT.2025.354...
Code and Data: https://github.com/olivia-dizon-parad...
Anaconda/Jupyter Notebook: https://www.anaconda.com/

Prerequisites: Python

Supplemental Resources:
NumPy: https://numpy.org/
Matplotlib: https://matplotlib.org/
scikit-image: https://scikit-image.org/
scikit-learn: https://scikit-learn.org/

Timestamps:
00:00 – Introduction
01:31 – Setting up the Project
02:27 – Importing Libraries
03:46 – Understanding the Problem
10:32 – Simple Thresholding
13:25 – Evaluation
20:24 – Key Takeaways

If you use this in your work, please cite using the following details: Dizon-Paradis, O., Wilson, R., Koblah, D., Capecci, D., Zhu, M., Ghosh, P., Acharya, R., Forte, D., & Woodard, D. (2025, March 19). Hands-On Introduction to AI in Hardware Security: IC Reverse Engineering using Image Processing, Computer Vision, and Machine Learning. Florida Institute for National Security (FINS). https://doi.org/10.5281/zenodo.15053176