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A Lightweight Multiscale Feature Fusion Network for Solar Cell Defect Detection
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作者 Xiaoyun Chen Lanyao zhang +3 位作者 Xiaoling Chen Yigang Cen Linna zhang fugui zhang 《Computers, Materials & Continua》 SCIE EI 2025年第1期521-542,共22页
Solar cell defect detection is crucial for quality inspection in photovoltaic power generation modules.In the production process,defect samples occur infrequently and exhibit random shapes and sizes,which makes it cha... Solar cell defect detection is crucial for quality inspection in photovoltaic power generation modules.In the production process,defect samples occur infrequently and exhibit random shapes and sizes,which makes it challenging to collect defective samples.Additionally,the complex surface background of polysilicon cell wafers complicates the accurate identification and localization of defective regions.This paper proposes a novel Lightweight Multiscale Feature Fusion network(LMFF)to address these challenges.The network comprises a feature extraction network,a multi-scale feature fusion module(MFF),and a segmentation network.Specifically,a feature extraction network is proposed to obtain multi-scale feature outputs,and a multi-scale feature fusion module(MFF)is used to fuse multi-scale feature information effectively.In order to capture finer-grained multi-scale information from the fusion features,we propose a multi-scale attention module(MSA)in the segmentation network to enhance the network’s ability for small target detection.Moreover,depthwise separable convolutions are introduced to construct depthwise separable residual blocks(DSR)to reduce the model’s parameter number.Finally,to validate the proposed method’s defect segmentation and localization performance,we constructed three solar cell defect detection datasets:SolarCells,SolarCells-S,and PVEL-S.SolarCells and SolarCells-S are monocrystalline silicon datasets,and PVEL-S is a polycrystalline silicon dataset.Experimental results show that the IOU of our method on these three datasets can reach 68.5%,51.0%,and 92.7%,respectively,and the F1-Score can reach 81.3%,67.5%,and 96.2%,respectively,which surpasses other commonly usedmethods and verifies the effectiveness of our LMFF network. 展开更多
关键词 Defect segmentation multi-scale feature fusion multi-scale attention depthwise separable residual block
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Dissecting the genetic architecture of glucosinolate compounds for quality improvement in flowering stalk tissues of Brassica napus 被引量:4
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作者 Changbin Gao fugui zhang +6 位作者 Yang Hu Liping Song Liguang Tang Xueli zhang Cong'an He Aihua Wang Xiaoming Wu 《Horticultural Plant Journal》 SCIE CAS CSCD 2023年第3期553-562,共10页
Glucosinolates(GSLs) and their hydrolytic products contribute to the quality traits of rapeseed flowering stalk tissues, such as taste, flavor and anticarcinogenic properties(Glucoraphanin). However, little is known a... Glucosinolates(GSLs) and their hydrolytic products contribute to the quality traits of rapeseed flowering stalk tissues, such as taste, flavor and anticarcinogenic properties(Glucoraphanin). However, little is known about the genetic mechanisms of GSL accumulation in rapeseed flowering stalks. In this study, the variation and genetic architecture of GSL metabolites in flowering stalk tissues were investigated for the first time among a panel of 107 accessions. All GSL compounds exhibited continuous and wide variations in the present population. Progoitrin,glucobrassicanapin and gluconapin were the most abundant GSL compounds. Five quantitative trait loci(QTL) significantly associated with three GSL compounds were identified by genome-wide association study. GRA_C04 was under selected during modern breeding, in which the ratio of lower GSL haplotype(HAP2) in the accessions bred before 1990(52.56%) was significantly lower than that after 1990(78.95%). Four candidate genes, BnaA01. SOT16, BnaA06. SOT17, Bna A06. MYB51a, and Bna A06. MYB51b, were identified in the GTL_A01 and 4OH_A06 regions.These findings provide new insights into GSL biosynthesis in flowering stalk tissues and facilitate quality improvement in rapeseed flowering stalks. 展开更多
关键词 RAPESEED Brassica napus L. Glucosinolate compounds Genome-wide association study(GWAS) Flowering stalk
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Transcriptome analysis reveals genes expression pattern of seed response to heat stress in Brassica napus L. 被引量:3
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作者 Guizhen Gao Jihong Hu +3 位作者 Xiaojun zhang fugui zhang Mei Li Xiaoming Wu 《Oil Crop Science》 CSCD 2021年第2期87-96,共10页
Seeds might deteriorate,and lose the ability to germinate when stored under high temperature and high humidity.Brassica napus is one of the most important oil crops in China.However,B.napus seeds were generally stored... Seeds might deteriorate,and lose the ability to germinate when stored under high temperature and high humidity.Brassica napus is one of the most important oil crops in China.However,B.napus seeds were generally stored through summer season with high ambient temperature,which lead to seed viability loss.In order to understand the mechanism of seed response to heat stress and improve seed heat tolerance,B.napus seeds were treated with high temperature(40℃)and ultra-high temperature(60℃)for 4 h.The germination of heatstressed seeds were obviously slower,the germination index and vigor index decreased with temperature increase from 40 to 60℃,and the 40℃ pretreatment could improve the seed tolerance to 60℃ heat stress.Transcriptomics results showed that 442 differentially expressed genes(DEGs)were identified in seeds after heat stress.Gene ontology and KEGG pathway enrichment analysis revealed that some of the genes were involved in posttranslational modification,protein turnover,chaperones and carbohydrate transport,metabolic pathways and secondary metabolites biosynthesis pathway.Among these DEGs,sHSP and transcription factors genes were involved in heat stress tolerance.Thirty-two overlapping genes under different high temperature stress(40℃ and 60℃)were enriched in biological processes of response to oxidative stress and abiotic stimulus.The expression trends of 12 genes randomly selected from the RNA-seq data were almost consistent with the results of qRT-PCR.Our results revealed several potential candidate genes and pathways related to heat responsive by high temperature,which is beneficial for further improving the heat tolerance in B.napus seeds. 展开更多
关键词 Brassica napus L. SEED Heat stress Transcriptome analyses
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MSNet:A multispectral-image driven rapeseed canopy instance segmentation network
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作者 Yuang Yang Xiaole Wang +7 位作者 fugui zhang Zhenchao Wu Yu Wang Yujie Liu Xuan Lv Bowen Luo Liqing Chen Yang Yang 《Artificial Intelligence in Agriculture》 2025年第4期642-658,共17页
Precise detection of rapeseed and the growth of its canopy area are crucial phenotypic indicators of its growth status.Achieving accurate identification of the rapeseed target and its growth region provides significan... Precise detection of rapeseed and the growth of its canopy area are crucial phenotypic indicators of its growth status.Achieving accurate identification of the rapeseed target and its growth region provides significant data support for phenotypic analysis and breeding research.However,in natural field environments,rapeseed detection remains a substantial challenge due to the limited feature representation capabilities of RGB-only modalities.To address this challenge,this study proposes a dual-modal instance segmentation network,MSNet,based on YOLOv11n-seg,integrating both RGB and Near-Infrared(NIR)modalities.The main improvements of this network include three different fusion location strategies(frontend fusion,mid-stage fusion,and backend fusion)and the newly introduced Hierarchical Attention Fusion Block(HAFB)for multimodal feature fusion.Comparative experiments on fusion locations indicate that the mid-stage fusion strategy achieves the best balance between detection accuracy and parameter efficiency.Compared to the baseline network,the mAP50:95 improvement can reach up to 3.5%.After introducing the HAFB module,the MSNet-H-HAFB model demonstrates a 6.5%increase in mAP50:95 relative to the baseline network,with less than a 38%increase in parameter count.It is noteworthy that the mid-stage fusion consistently delivered the best detection performance in all experiments,providing clear design guidance for selecting fusion locations in future multimodal networks.In addition,comparisons with various RGB-only instance segmentation models show that all the proposed MSNet-HAFB fusion models significantly outperform single-modal models in rapeseed count detection tasks,confirming the potential advantages of multispectral fusion strategies in agricultural target recognition.Finally,the MSNet was applied in an agricultural case study,including vegetation index level analysis and frost damage classification.The results show that ZN6–2836 and ZS11 were predicted as potential superior varieties,and the EVI2 vegetation index achieved the best performance in rapeseed frost damage classification. 展开更多
关键词 Multimodal network Deep learning Cross-modal fusion RAPESEED Vegetation index
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Wnt/b-catenin signaling plays an ever-expanding role in stem cell self-renewal,tumorigenesis and cancer chemoresistance 被引量:78
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作者 Maryam K.Mohammed Connie Shao +16 位作者 Jing Wang Qiang Wei Xin Wang Zachary Collier Shengli Tang Hao Liu fugui zhang Jiayi Huang Dan Guo Minpeng Lu Feng Liu Jianxiang Liu Chao Ma Lewis L.Shi Aravind Athiviraham Tong-Chuan He Michael J.Lee 《Genes & Diseases》 SCIE 2016年第1期11-40,共30页
Wnt signaling transduces evolutionarily conserved pathways which play important roles in initiating and regulating a diverse range of cellular activities,including cell proliferation,calcium homeostasis,and cell polar... Wnt signaling transduces evolutionarily conserved pathways which play important roles in initiating and regulating a diverse range of cellular activities,including cell proliferation,calcium homeostasis,and cell polarity.The role of Wnt signaling in controlling cell proliferation and stem cell self-renewal is primarily carried out through the canonical pathway,which is the best-characterized the multiple Wnt signaling branches.The past 10 years has seen a rapid expansion in our understanding of the complexity of this pathway,as many new components of Wnt signaling have been identified and linked to signaling regulation,stem cell functions,and adult tissue homeostasis.Additionally,a substantial body of evidence links Wnt signaling to tumorigenesis of cancer types and implicates it in the development of cancer drug resistance.Thus,a better understanding of the mechanisms by which dysregulation of Wnt signaling precedes the development and progression of human cancer may hasten the development of pathway inhibitors to augment current therapy.This review summarizes and synthesizes our current knowledge of the canonical Wnt pathway in development and disease.We begin with an overview of the components of the canonical Wnt signaling pathway and delve into the role this pathway has been shown to play in stemness,tumorigenesis,and cancer drug resistance.Ultimately,we hope to present an organized collection of evidence implicating Wnt signaling in tumorigenesis and chemoresistance to facilitate the pursuit of Wnt pathway modulators that may improve outcomes of cancers in which Wnt signaling contributes to aggressive disease and/or treatment resistance. 展开更多
关键词 Cancer drug resistance Cancer stem cells Canonical Wnt b-Catenin WNT
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Wnt and BMP signaling crosstalk in regulating dental stem cells:Implications in dental tissue engineering 被引量:19
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作者 fugui zhang Jinlin Song +19 位作者 Hongmei zhang Enyi Huang Dongzhe Song Viktor Tollemar Jing Wang Jinhua Wang Maryam Mohammed Qiang Wei Jiaming Fan Junyi Liao Yulong Zou Feng Liu Xue Hu Xiangyang Qu Liqun Chen Xinyi Yu Hue H.Luu Michael J.Lee Tong-Chuan He Ping Ji 《Genes & Diseases》 SCIE 2016年第4期263-276,共14页
Tooth is a complex hard tissue organ and consists of multiple cell types that are regulated by important signaling pathways such as Wnt and BMP signaling.Serious injuries and/or loss of tooth or periodontal tissues ma... Tooth is a complex hard tissue organ and consists of multiple cell types that are regulated by important signaling pathways such as Wnt and BMP signaling.Serious injuries and/or loss of tooth or periodontal tissues may significantly impact aesthetic appearance,essential oral functions and the quality of life.Regenerative dentistry holds great promise in treating oral/dental disorders.The past decade has witnessed a rapid expansion of our understanding of the biological features of dental stem cells,along with the signaling mechanisms governing stem cell self-renewal and differentiation.In this review,we first summarize the biological characteristics of seven types of dental stem cells,including dental pulp stem cells,stem cells from apical papilla,stem cells from human exfoliated deciduous teeth,dental follicle precursor cells,periodontal ligament stem cells,alveolar bone-derived mesenchymal stem cells(MSCs),and MSCs from gingiva.We then focus on how these stem cells are regulated by bone morphogenetic protein(BMP)and/or Wnt signaling by examining the interplays between these pathways.Lastly,we analyze the current status of dental tissue engineering strategies that utilize oral/dental stem cells by harnessing the interplays between BMP and Wnt pathways.We also highlight the challenges that must be addressed before the dental stem cells may reach any clinical applications.Thus,we can expect to witness significant progresses to be made in regenerative dentistry in the coming decade. 展开更多
关键词 BMP signaling Dental stem cells Oral stem cells Regenerative dentistry Signal transduction Tissue engineering Wnt signaling
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Beclin-1/LC3-II dependent macroautophagy was uninfluenced in ischemia-challenged vascular endothelial cells 被引量:8
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作者 Yaping Ma Chaofan Li +4 位作者 Yan He Tiwei Fu Li Song Qingsong Ye fugui zhang 《Genes & Diseases》 SCIE 2022年第2期549-561,共13页
Autophagy has been extensively studied and occurs in many biological settings.However,a question remains as to whether ischemia enhances Beclin-1/LC3-II-dependent macroautophagy in vascular endothelial cells,as has be... Autophagy has been extensively studied and occurs in many biological settings.However,a question remains as to whether ischemia enhances Beclin-1/LC3-II-dependent macroautophagy in vascular endothelial cells,as has been previously thought.Furthermore,the effect of the level of autophagy on cell or skin flap survival still requires elucidation.We created a lethal ischemia model in human umbilical vascular endothelial cells(HUVECs),performed quantitative proteomics and bioinformatics analyses,and verified the autophagic status and effect both in vitro and in vivo.The significantly upregulated proteins encoded by autophagy-related genes(ATGs)included ATG2A,ATG3,ATG4B,ATG5,ATG7,ATG9A,ATG12,ATG16,and ATG101.The significantly enhanced lysosomal proteins were cathepsin B,cathepsin D,lysosome-associated membrane protein 1(LAMP1),and LAMP2.However,the differentially expressed proteins excluded Beclin-1,microtubule-associated protein light chain 3(LC3)-I,and LC3-II.Western blot analyses verified that the protein expression levels of Beclin-1,LC3-I,and LC3-II were neither upregulated nor downregulated in ischemia-challenged HUVECs.The autophagic status was not enhanced by rapamycin in ischemic HUVECs but appeared to be inhibited by chloroquine.Our in vivo study on rats showed that a downregulation in autophagic status jeopardized skin flap survival.In conclusion,Ischemia neither enhanced nor inhibited Beclin-1/LC3-II-dependent canonical macroautophagy both in vitro and in vivo,in contradiction to previous studies.An appropriate autophagic homeostasis can minimize cell or skin flap damage. 展开更多
关键词 AUTOPHAGY Bioinformatics analysis Human umbilical vein endothelial cell Quantitative proteomics study Skin flap
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Transition to resistance:An unexpected role of the EMT in cancer chemoresistance 被引量:4
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作者 Jing Wang Qiang Wei +14 位作者 Xin Wang Shengli Tang Hao Liu fugui zhang Maryam K.Mohammed Jiayi Huang Dan Guo Minpeng Lu Feng Liu Jianxiang Liu Chao Ma Xue Hu Rex C.Haydon Tong-Chuan He Hue H.Luu 《Genes & Diseases》 SCIE 2016年第1期3-6,共4页
Two recent studies provide intriguing evidence that challenges the role of the epithelialemesenchymal transition(EMT)as a critical mediator of cancer metastasis,while revealing an unexpected role in cancer drug resist... Two recent studies provide intriguing evidence that challenges the role of the epithelialemesenchymal transition(EMT)as a critical mediator of cancer metastasis,while revealing an unexpected role in cancer drug resistance.1,2 While these findings may not settle the EMT’s role in metastasis,these studies suggest that targeting the EMT may inhibit both cancer metastasis and chemoresistance. 展开更多
关键词 Breast cancer Cancer metastasis CHEMORESISTANCE Drug resistance EMT Pancreatic cancer Targeted therapies
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SATB2:A versatile transcriptional regulator of craniofacial and skeleton development,neurogenesis and tumorigenesis,and its applications in regenerative medicine 被引量:2
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作者 Xia Huang Qiuman Chen +17 位作者 Wenping Luo Mikhail Pakvasa Yuxin zhang Liwen Zheng Shuang Li Zhuohui Yang Huan Zeng Fang Liang fugui zhang Daniel A.Hu Kevin H.Qin Eric J.Wang David S.Qin Russell R.Reid Tong-Chuan He Aravind Athiviraham Mostafa El Dafrawy Hongmei zhang 《Genes & Diseases》 SCIE 2022年第1期95-107,I0005,共14页
SATB2(special AT-rich sequence-binding protein 2)is a member of the special AT-rich binding protein family.As a transcription regulator,SATB2 mainly integrates higher-order chromatin organization.SATB2 expression appe... SATB2(special AT-rich sequence-binding protein 2)is a member of the special AT-rich binding protein family.As a transcription regulator,SATB2 mainly integrates higher-order chromatin organization.SATB2 expression appears to be tissue-and stage-specific,and is governed by several cellular signaling molecules and mediators.Expressed in branchial arches and osteoblast-lineage cells,SATB2 plays a significant role in craniofacial pattern and skeleton development.In addition to regulating osteogenic differentiation,SATB2 also displays versatile functions in neural development and cancer progression.As an osteoinductive factor,SATB2 holds great promise in improving bone regeneration toward bone defect repair.In this review,we have summarized our current understanding of the physiological and pathological functions of SATB2 in craniofacial and skeleton development,neurogenesis,tumorigenesis and regenerative medicine. 展开更多
关键词 Bone regeneration DEVELOPMENT NEUROGENESIS SATB2 TUMORIGENESIS
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The Spread of Cosmopolitanism in China and Lu Xun's Understanding of the"World Citizen"
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作者 fugui zhang Chuangong Ren 《Frontiers of Literary Studies in China-Selected Publications from Chinese Universities》 2012年第4期553-569,共17页
The concept of World Citizen was not introduced to China by Lu Xun,but it is an important term in his thought.The most obvious difference between Lu Xun and other cultural pioneers during the May Fourth period is that... The concept of World Citizen was not introduced to China by Lu Xun,but it is an important term in his thought.The most obvious difference between Lu Xun and other cultural pioneers during the May Fourth period is that rather than understanding and promoting cosmopolitanism as a social or systematic phenomenon,he was mainly interested in human nature and therefore attempted to formulate the concept of World Citizen in terms of a humanistic or spiritual dimension.In so doing,he profoundly expressed an ideological appeal for the significance of the human consciousness,understood within its historical context.This particular conception of cosmopolitanism is symbolically valuable and relevant to the present ideological reality. 展开更多
关键词 Lu Xun COSMOPOLITANISM World Citizen CHINESE modemtransformation
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