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Real-time Biscuit Tile Image Segmentation Method Based on Edge Detection (CROSBI ID 249779)

Prilog u časopisu | izvorni znanstveni rad | međunarodna recenzija

Matić, Tomislav ; Aleksi, Ivan ; Hocenski, Željko ; Kraus, Dieter Real-time Biscuit Tile Image Segmentation Method Based on Edge Detection // ISA transactions, 76 (2018), 246-254. doi: 10.1016/j.isatra.2018.03.015

Podaci o odgovornosti

Matić, Tomislav ; Aleksi, Ivan ; Hocenski, Željko ; Kraus, Dieter

engleski

Real-time Biscuit Tile Image Segmentation Method Based on Edge Detection

In this paper we propose a novel real-time Biscuit Tile Segmentation (BTS) method for images from ceramic tile production line. BTS method is based on signal change detection and contour tracing with a main goal of separating tile pixels from background in images captured on the production line. Usually, human operators are visually inspecting and classifying produced ceramic tiles. Computer vision and image processing techniques can automate visual inspection process if they fulfill real-time requirements. Important step in this process is a real-time tile pixels segmentation. BTS method is implemented for parallel execution on a GPU device to satisfy the real-time constraints of tile production line. BTS method outperforms 2D threshold-based methods, 1D edge detection methods and contour-based methods. Proposed BTS method is in use in the biscuit tile production line.

Image segmentation ; real-time ; edge detection ; biscuit tile ; CUDA

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Podaci o izdanju

76

2018.

246-254

objavljeno

0019-0578

1879-2022

10.1016/j.isatra.2018.03.015

Povezanost rada

Računarstvo

Poveznice
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