The fabric defect detection algorithm based on object detection has become a research hotspot. The method based on the Single Shot MultiBox Detector (SSD) model has a fast detection speed, but the detection accuracy is insufficient. To balance the detection speed and accuracy of the model and meet the actual needs of the industry, an improved fabric defect detection algorithm based on SSD is proposed in this study. The Fully Convolutional Squeeze-and-Excitation (FCSE) block is added into the traditional SSD to improve the detection accuracy of the model. The number of default boxes was adjusted to accommodate the detection of long strip defects on fabric surface. Experimental results on the TILDA and Xuelang dataset confirm that our detection method based on SSD efficiently detected various fabric defects.

Huosheng Xie

Yafeng Zhang

Zesen Wu

AATCC Journal of Research

AATCC 研究杂志。这本纺织品研究期刊的范围很广：从先进材料、纤维、纺织品和聚合物化学，到色彩科学、服装设计和可持续性。现在已被 SCIENCE CITATION INDEX EXTENDED (SCIE) 收录并可在 CLARIVATE ANALYTICS WEB OF SCIENCE 中找到核心收藏！期刊的影响因子可在 JOURNAL CITATION REPORTS 中找到。

The AATCC Journal of Research is a comprehensive textile research journal that covers a wide range of topics, including advanced materials, fibers, textile and polymer chemistry, color science, apparel design, and sustainability. The journal is currently indexed in the SCIENCE CITATION INDEX EXTENDED (SCIE) and can be found in the core collection of CLARIVATE ANALYTICS WEB OF SCIENCE. The journal's impact factor can be found in JOURNAL CITATION REPORTS.

AATCC Journal of Research 是一本涵盖广泛领域的纺织品研究期刊，内容涉及先进材料、纤维、纺织品和聚合物化学，以及色彩科学、服装设计和可持续性等主题。该期刊目前已被 SCIENCE CITATION INDEX EXTENDED (SCIE) 收录，并可在 CLARIVATE ANALYTICS WEB OF SCIENCE 的核心收藏中找到。期刊的影响因子可以在 JOURNAL CITATION REPORTS 中查询。

An Improved Fabric Defect Detection Method Based on SSD

The Fully Convolutional Squeeze-and-Excitation block is added into the traditional SSD to improve the detection accuracy of the model and confirm that the detection method based on SSD efficiently detected various fabric defects.

Category	Quartile
工程技术	4
工程技术, 材料科学纺织	4

An Improved Fabric Defect Detection Method Based on SSD

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Journal Info

Category	Quartile
MATERIALS SCIENCE, TEXTILES	4