TY - CPAPER
KW - Convolution neural network
KW - Convolutional neural networks
KW - Deep neural networks
KW - Detection methods
KW - Digital image
KW - Digital protection
KW - Edge structures
KW - Image segmentation
KW - Image texture
KW - Inner convolution neural network
KW - Intangible cultural heritages
KW - Long embroidery
KW - Yolov8
AU - Yuanxiao Ba
AB - The digital image of embroidery has complex edge structure and high repetition rate texture features. Post-processing such as region detection is a challenging task. A long embroidery image data set for learning and training is constructed. Based on the deep network and multi-scale detection structure, the lightweight detection network model GSEm-Net is introduced to detect the long embroidery pattern in real time. Experiments show that compared with yoloV8, the detection accuracy of this method is equivalent, and the detection speed is 1.5 times that of yoloV8, but the generated model is smaller, and it is easier to deploy to low-computing edge devices, which effectively improves the target detection efficiency.
C2 - Proceedings of SPIE - The International Society for Optical Engineering
DO - 10.1117/12.3059274
N1 - Type: Conference paper
N2 - The digital image of embroidery has complex edge structure and high repetition rate texture features. Post-processing such as region detection is a challenging task. A long embroidery image data set for learning and training is constructed. Based on the deep network and multi-scale detection structure, the lightweight detection network model GSEm-Net is introduced to detect the long embroidery pattern in real time. Experiments show that compared with yoloV8, the detection accuracy of this method is equivalent, and the detection speed is 1.5 times that of yoloV8, but the generated model is smaller, and it is easier to deploy to low-computing edge devices, which effectively improves the target detection efficiency.
TI - Research on GSEm-Net detection method of embroidery pattern lightweight operator for digital protection of Gansu intangible cultural heritage Long Embroidery
UR - https://www.scopus.com/inward/record.uri?eid=2-s2.0-105001143728&doi=10.1117%2f12.3059274&partnerID=40&md5=215645e0cdb65d1c4fe653b28da0bbe2
VL - 13550
ER -