beric7 / structural_inspection_main

Collection of works in my PhD at Virginia Tech, mostly focused on computer vision and machine learning applications in structural inspection and structural health monitoring.

Structural Inspection Main

Updates!

• 1/22/2024 - Code for Registration using Superglue and RANSACFlow
• 8/7/2023 - Updated links and changed a lot of red-circles to green-circles (in other words, the links to papers, datasets, etc. are updated).
• 5/17/2023 - Its been a while... but I am planning to make big updates and refactor structural inspection main (stay tuned!)
• 12/14/2021 - Annotation study repository has been published.
• 12/31/2021 - StyleGAN2 repository has been published.

Associated Papers and Repositories

"Visual Structural Inspection Datasets" - 2022 (E. Bianchi, M. Hebdon) 🟢 [Paper]

Link to access the table, contribute dataset links, submit edit request, or become a data steward:

• 🟢 Cataloged Dataset

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"Development of Open-source Collaborative Structural Inspection Datasets" - 2022 (E. Bianchi, M. Hebdon) 🟢 [Paper]

Access all six datasets, the code, and the trained models here:

• 🟢 Development of Open-source Collaborative Structural Inspection Datasets

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"Forecasting Infrastructure Deterioration with GAN-Inversion" - 2021 (E. Bianchi, M. Hebdon) 🟢 [Paper] 🟢[Open Access Paper]

• 🟢 GAN-Inversion codebase: StyleGAN2 and InterfaceGAN implementation

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"Bridge Inspection Component Registration for Damage Evolution" - 2022 (E. Bianchi, S. Nazmus, C. Woolsey, M. Hebdon) 🟢 [Paper]

• 🟢 Component Registration codebase and results

Note the Referenced Papers

SuperGlue paper, we based our code on the official SuperGlue repository
RANSAC-FLOW paper, we based our code on the official RANSAC-FLOW repository

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"Extending Datasets with Editable First-pass Annotations" - 2021 (E. Bianchi) 🟢 [Paper]

• 🟢 Editable First-pass Annotations codebase and results

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