Learning deep domain-agnostic features from synthetic renders for industrial visual inspection

AG Abubakr, I Jovančević, NI Mokhtari… - Journal of …, 2022 - spiedigitallibrary.org
Deep learning has resulted in a huge advancement in computer vision. However, deep
models require an enormous amount of manually annotated data, which is a laborious and …

Inspection of mechanical assemblies based on 3D deep learning segmentation

A Boughrara, I Jovancěvíc, JJ Orteu… - … Conference on Quality …, 2023 - spiedigitallibrary.org
We are focused on conformity control of complex aeronautical mechanical assemblies,
typically an aircraft engine at the end or in the middle of the assembly process. Our overall …

Visual inspection of complex mechanical assemblies based on Siamese networks for 3D point clouds

V Došljak, I Jovančević, JJ Orteu - … International Conference on …, 2023 - spiedigitallibrary.org
This paper proposes a solution for the problem of visual mechanical assembly inspection by
processing point cloud data acquired via a 3D scanner. The approach is based on deep …

Domain shared features for visual inspection of complex mechanical assemblies based on synthetically generated data

V Došljak, I Jovančević, JJ Orteu - Journal of Electronic …, 2024 - spiedigitallibrary.org
Even though neural network methodologies have been established for a long time, only
recently have they achieved exceptional efficacy in practical deployments, predominantly …

Consistency Inspection for Assembly of Bolt on Engine Using Multi-view Stereo

S Liu, M Jiang, Y Lu, J Wang… - 2023 IEEE International …, 2023 - ieeexplore.ieee.org
Assembly inspection is a crucial aspect of smart manufacturing to guarantee the quality of
products. To address the challenges posed by complex workshop scenes, an assembly …

[PDF][PDF] Automatic visual inspection of mechanical assemblies via 3Dpoint cloud classification with deep neural networks

A Boughrara, I Jovančevic, V Dosljak, JJ Orteu… - 2024 - assets-eu.researchsquare.com
In this work, we are focused on conformity control of complex aeronautical mechanical
assemblies, typically an aircraft engine, at the end or in the middle of the assembly process …