Considering that the traditional detection of fabric defect can be time-consuming and less-efficient, a modified faster regional-based convolutional network method (Faster RCNN) based on the VGG structure is proposed. In the paper, we improved the Faster
Considering that the traditional detection of fabric defect can be timeconsuming and less-efficient, a modified faster regional-based convolutional network method (Faster RCNN) based on the VGG structure is proposed. In the paper, we improved the Faster RCNN to suit our fabric defect dataset. ...
Girshick, R.: Fast r-cnn. Proc. IEEE Int. Conf. Comput. Vis. (2015). https://doi.org/10.1109/ius54386.2022.9957216 Article Google Scholar Ren, S., He, K., Girshick, R., et al.: Faster R-CNN:towards realtime objectdetection with region proposal networks. IEEE Trans. Pattern Anal...
In this paper, a bag of tricks is proposed to improve the precision of fabric defect detection. Although the general state-of-the-art convolutional neural network detection algorithm can achieve a better detection effect, in fact, the detection precision still has enough room to improve on fabric...
与传统的Anchor-Based方法不同,YOLOv8-seg采用了Anchor-Free的设计理念,解耦了分类和回归任务。这样的设计不仅简化了模型的结构,还提高了模型的灵活性和适应性。解耦头的输出包括多个尺度的特征图,分别用于目标的分类和边框回归,确保了模型在多种场景下的有效性。在损失函数的设计上,YOLOv8-seg引入了VFLLoss作为分类...
Faster RCNNConvolutional block attention moduleDeep learningIn the production process of fabric, defect detection plays an important role in the control of product quality. Consider that traditional manual fabric defectSocial Science Electronic Publishing...
(Faster R-CNN) model by embedding Gabor kernels into Faster R-CNN, termed the Genetic Algorithm Gabor Faster R-CNN (Faster GG R-CNN); in addition, a two-stage training method based on Genetic Algorithm (GA) and back-propagation was designed to train the new Faster GG R-CNN model; ...
This thesis exploits a multichannel Gabor filters detection algorithm. Analysis filtering images from different orientations and scales, then fuses the mul... GX Li,YF Li - 《Materials Science Forum》 被引量: 1发表: 2011年 Improved faster R-CNN for fabric defect detection based on Gabor filter...
Fabric Defect Detection Based on Faster RCNNdoi:10.1007/978-3-319-99695-0_6Bing WeiKuangrong HaoXue-song TangLihong RenSpringer, Cham
Research on Fabric Defect Detection Technology Based on EDSR and Improved Faster RCNNdoi:10.1007/978-3-031-10989-8_38In order to solve the problems of various kinds of defects, defect ratio varies greatly, imbalanced defect aspect ratio and high integration degree with background in fabric ...