93 citations · 113 across the 4 of their papers we have counts for
4 papers
Synthetic-to-real Composite Semantic Segmentation in Additive Manufacturing
Aliaksei Petsiuk, Harnoor Singh, Himanshu Dadhwal +1
The application of computer vision and machine learning methods in the field of additive manufacturing (AM) for semantic segmentation of the structural elements of 3-D printed prod…
Towards Smart Monitored AM: Open Source in-Situ Layer-wise 3D Printing Image Anomaly Detection Using Histograms of Oriented Gradients and a Physics-Based Rendering Engine
Aliaksei Petsiuk, Joshua M. Pearce
This study presents an open source method for detecting 3D printing anomalies by comparing images of printed layers from a stationary monocular camera with G-code-based reference i…
Open Source 3-D Filament Diameter Sensor for Recycling, Winding and Additive Manufacturing Machines
Aliaksei L. Petsiuk, Joshua M. Pearce
To overcome the challenge of upcycling plastic waste into 3-D printing filament in the distributed recycling and additive manufacturing systems, this study designs, builds, tests a…
Open Source Computer Vision-based Layer-wise 3D Printing Analysis
Aliaksei L. Petsiuk, Joshua M. Pearce
The paper describes an open source computer vision-based hardware structure and software algorithm, which analyzes layer-wise the 3-D printing processes, tracks printing errors, an…