REFICS: A Step Towards Linking Vision with Hardware Assurance

Hardware assurance is a key process in ensuring the integrity, security and functionality of a hardware device. Its heavy reliance on images, especially on Scanning Electron Microscopy images, makes it an excellent candidate for the vision community. The goal of this paper is to provide a pathway fo...

Full description

Saved in:
Bibliographic Details
Main Authors: Wilson, Ronald, Lu, Hangwei, Zhu, Mengdi, Forte, Domenic, Woodard, Damon L.
Format: Conference Proceeding
Language:English
Subjects:
Benchmark testing
Collaboration
Computer vision
Datasets
Evaluation and Comparison of Vision Algorithms Image Processing
Segmentation
Grouping and Shape
Hardware
Integrated circuits
Layout
Scanning electron microscopy
Online Access:Request full text
Tags: Add Tag
No Tags, Be the first to tag this record!
Description
Summary:Hardware assurance is a key process in ensuring the integrity, security and functionality of a hardware device. Its heavy reliance on images, especially on Scanning Electron Microscopy images, makes it an excellent candidate for the vision community. The goal of this paper is to provide a pathway for inter-community collaboration by introducing the existing challenges for hardware assurance on integrated circuits in the context of computer vision and support further development using a large-scale dataset with 800,000 images. A detailed benchmark of existing vision approaches in hardware assurance on the dataset is also included for quantitative insights into the problem.
ISSN:2642-9381
DOI:10.1109/WACV51458.2022.00352