Learning deep domain-agnostic features from synthetic renders for industrial visual inspection
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 …
models require an enormous amount of manually annotated data, which is a laborious and …
Inspection of mechanical assemblies based on 3D deep learning segmentation
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 …
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
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 …
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
Even though neural network methodologies have been established for a long time, only
recently have they achieved exceptional efficacy in practical deployments, predominantly …
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 …
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 …
assemblies, typically an aircraft engine, at the end or in the middle of the assembly process …