Visual Inspection of Welding Zone by Boundary-Aware Semantic Segmentation Algorithm

2021 ◽  
Vol 70 ◽  
pp. 1-9
Author(s):  
Lihui Wang ◽  
Qiucheng Shen
Keyword(s):  
Visual Inspection ◽  
Semantic Segmentation ◽  
Segmentation Algorithm ◽  
Welding Zone

scholarly journals Semantic Image Segmentation with Deep Convolutional Neural Networks and Quick Shift

Symmetry ◽  
2020 ◽  
Vol 12 (3) ◽  
pp. 427 ◽  
Author(s):  
Sanxing Zhang ◽  
Zhenhuan Ma ◽  
Gang Zhang ◽  
Tao Lei ◽  
Rui Zhang ◽  
...  
Keyword(s):  
Neural Networks ◽  
Image Segmentation ◽  
Convolutional Neural Networks ◽  
Semantic Segmentation ◽  
Autonomous Driving ◽  
Input Image ◽  
Feature Representation ◽  
Segmentation Algorithm ◽  
Deep Convolutional Neural Networks ◽  
Semantic Image Segmentation

Semantic image segmentation, as one of the most popular tasks in computer vision, has been widely used in autonomous driving, robotics and other fields. Currently, deep convolutional neural networks (DCNNs) are driving major advances in semantic segmentation due to their powerful feature representation. However, DCNNs extract high-level feature representations by strided convolution, which makes it impossible to segment foreground objects precisely, especially when locating object boundaries. This paper presents a novel semantic segmentation algorithm with DeepLab v3+ and super-pixel segmentation algorithm-quick shift. DeepLab v3+ is employed to generate a class-indexed score map for the input image. Quick shift is applied to segment the input image into superpixels. Outputs of them are then fed into a class voting module to refine the semantic segmentation results. Extensive experiments on proposed semantic image segmentation are performed over PASCAL VOC 2012 dataset, and results that the proposed method can provide a more efficient solution.

scholarly journals A Semantic Segmentation Algorithm Using FCN with Combination of BSLIC

2018 ◽  
Vol 8 (4) ◽  
pp. 500 ◽  
Author(s):  
Wei Zhao ◽  
Haodi Zhang ◽  
Yujin Yan ◽  
Yi Fu ◽  
Hai Wang
Keyword(s):  
Semantic Segmentation ◽  
Segmentation Algorithm

Real-Time Semantic Segmentation Algorithm Based on Feature Fusion Technology

2020 ◽  
Vol 57 (2) ◽  
pp. 021011
Author(s):  
蔡雨 Cai Yu ◽  
黄学功 Huang Xuegong ◽  
张志安 Zhang Zhian ◽  
朱新年 Zhu Xinnian ◽  
马祥 Ma Xiang
Keyword(s):  
Real Time ◽  
Feature Fusion ◽  
Semantic Segmentation ◽  
Segmentation Algorithm ◽  
Fusion Technology
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