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Beechcraft Model 18
Materials • Vol 18 • No 22
Development and Implementation of a Defect Detection Model for Microstructures Using Image Processing Methods
2025
The aim of this research is to develop and implement artificial intelligence models for the automatic detection of defects in the microstructures of austempered ductile iron (ADI). Our research used three different approaches, representing various categories …
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Beechcraft Model 18

American twin-engine, light aircraft produced 1937–1970

The Beechcraft Model 18 (or "Twin Beech ", as it is also known) is a 6- to 11-seat, twin-engined, low-wing, tailwheel light aircraft manufactured by the Beech Aircraft Corporation of Wichita, Kansas. Continuously produced from 1937 to November 1969 (over 32 years, a world record at the time), over 9,000 were built, making it one of the world's most widely used light aircraft. Sold worldwide as a civilian executive, utility, cargo aircraft, and passenger airliner on tailwheels, nosewheels, skis, or floats, it was also used as a military aircraft.

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Materials • Vol 18 • No 22
Development and Implementation of a Defect Detection Model for Microstructures Using Image Processing Methods
2025
The aim of this research is to develop and implement artificial intelligence models for the automatic detection of defects in the microstructures of austempered ductile iron (ADI). Our research used three different approaches, representing various categories of machine learning tasks: image classification (ResNet), pixel-wise segmentation (UNet), and object detection (YOLO). Each of the models were adapted to the specific characteristics of the dataset and tested on a collection of microstructural images prepared …
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