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基于改进RT-DETR的车门内拉手表面缺陷检测方法 被引量:4
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作者 徐仟祥 曾勇 +1 位作者 卢倩 南玉龙 《电子测量技术》 北大核心 2024年第18期172-181,共10页
针对车门内拉手表面的缺陷目标小、多尺度、易反光等问题。首先,通过使用碗状光源和降低图像采集表面夹角的方法,解决内拉手表面图像采集时因表面弯曲和镜面反射导致的缺陷特征被覆盖问题。然后,针对传统的RT-DETR模型存在缺陷检测精度... 针对车门内拉手表面的缺陷目标小、多尺度、易反光等问题。首先,通过使用碗状光源和降低图像采集表面夹角的方法,解决内拉手表面图像采集时因表面弯曲和镜面反射导致的缺陷特征被覆盖问题。然后,针对传统的RT-DETR模型存在缺陷检测精度差,速度慢等问题,提出一种改进的RT-DETR目标检测方法。该方法首先以RT-DETR为基础架构,在主干网络中采用并行的膨胀卷积与CA注意力机制并结合卷积重参数化的方式,以增加网络感受野和建立长距离的语义信息的同时提高网络推理速度。其次,通过添加额外的检测层来增加网络对小目标检测的特征提取能力。紧接着,在多尺度特征融合阶段使用了改进的BIFPN结构以提高模型信息交互的能力。最后,消融实验表明,相较于传统的基于RT-DETR的检测方法,本文提出的改进RT-DETR的检测方法,平均精度提升了6.5%,检测速度为传统模型的1.6倍,同时模型的参数量仅为原网络的76.5%。验证了本文所提方法的有效性。 展开更多
关键词 车门内拉手 缺陷检测 RT-DETR 膨胀卷积 卷积重参数化 BIFPN
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Changes of gut microbiome and metabolome in the AOM/DSS mouse model of colorectal cancer with FLASH radiation 被引量:3
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作者 Mengmeng Xu Xinyu Qiu +8 位作者 Qiu Chen Tianyu Yang Jingze Xu Liang Chen Lixiong Shuai Zhiming Xu Xinyang Cheng Yongsheng Zhang Zhifei Cao 《Radiation Medicine and Protection》 CSCD 2023年第1期1-10,共10页
Objective:To investigate the differences in small intestinal toxicity and taxonomic composition,diversity,and functional pathways of gut microbiome and metabolome after different radiotherapies in mouse colorectal can... Objective:To investigate the differences in small intestinal toxicity and taxonomic composition,diversity,and functional pathways of gut microbiome and metabolome after different radiotherapies in mouse colorectal cancer(CRC)model.Methods:Azoxymethane/dextran sodium sulfate(AOM/DSS)-induced mouse CRC model was treated with single pulse FLASH-RT(dose rate 100 Gy/s)or CONV-RT(dose rate 2 Gy/min)at whole abdomen.At 12 d after radiotherapy,sections of small intestinal tract tissue were dissected for hematoxylin and eosin(HE)staining and the fresh feces were collected for 16S ribosomal RNA(rRNA)microbiome sequencing and liquid chromatography and mass spectrometry(LC-MS)metabolomics sequencing to assess changes in the gut microbiota and metabolites.Microbial high-throughput 16S rRNA data was analyzed with QIIME2 and LEfSe softwares.ProteoWizard,XCMS and Ropls softwares were used for LC-MS analysis.Results:HE staining showed that FLASH-RT maintained small intestinal integrity and reduced the radiotherapyinduced injury.Sequencing analysis of gut fecal microbiome showed that phylum Bacteroidetes and genera Prevotella and Lactobacillus of microbial community were increased after FLASH-RT.Metabolomics sequencing analysis revealed that the metabolites after FLASH-RT were enriched in amino acid metabolism,while cholesterol metabolism was top enriched after CONV-RT.Conclusions:FLASH-RT significantly mitigates the small intestine tissue damage compared with CONV-RT.FLASHRT and CONV-RT have different impact on gut microbiota and its metabolites.Our results provide a theoretical basis for the early evaluation,prediction and individualized treatment of the irradiation effect after novel FLASHRT on tumors through the evaluation of intestinal microbiota and metabolites. 展开更多
关键词 FLASH-RT conv-rt Small intestinal toxicity Microbiome and metabolomics sequencing
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