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Lightweight Deep Learning Model and Novel Dataset for Restoring Damaged Barcodes and QR Codes in Logistics Applications
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作者 Tarek Muallim Haluk Kucuk +1 位作者 Muhammet Bareket Metin Kahraman 《Computer Modeling in Engineering & Sciences》 2025年第6期3557-3581,共25页
This study introduces a lightweight deep learning model and a novel synthetic dataset designed to restore damaged one-dimensional(1D)barcodes and Quick Response(QR)codes,addressing critical challenges in logistics ope... This study introduces a lightweight deep learning model and a novel synthetic dataset designed to restore damaged one-dimensional(1D)barcodes and Quick Response(QR)codes,addressing critical challenges in logistics operations.The proposed solution leverages an efficient Pix2Pix-based framework,a type of conditional Generative Adversarial Network(GAN)optimized for image-to-image translation tasks,enabling the recovery of degraded barcodes and QR codes with minimal computational overhead.A core contribution of this work is the development of a synthetic dataset that simulates realistic damage scenarios frequently encountered in logistics environments,such as low contrast,misalignment,physical wear,and environmental interference.By training on this diverse and realistic dataset,the model demonstrates exceptional performance in restoring readability and decoding accuracy.The lightweight architecture,featuring a U-Net-based encoder-decoder with separable convolutions,ensures computational efficiency,making the approach suitable for real-time deployment on embedded and resource-constrained devices commonly used in logistics systems.Experimental results reveal significant improvements:QR code decoding ratios increased from 14%to 99%on training data and from 15%to 68%on validation data,while 1D barcode decoding ratios improved from 7%to 73%on training data and from 9%to 44%on validation data.By providing a robust,resource-efficient solution for restoring damaged barcodes and QR codes,this study offers practical advancements for enhancing the reliability of automated scanning systems in logistics operations,particularly under challenging conditions. 展开更多
关键词 BARCODE quick response code RESTORATION applied deep learning
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Three newly recorded species of Acerentomata(Hexapoda:Protura) from China,with analysis of DNA barcodes 被引量:1
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作者 卜云 钱昌元 栾云霞 《Entomotaxonomia》 CSCD 2017年第1期1-14,共14页
Three newly recorded species in the order Acerentomata in Protura from China are described:Filientomon duodecimsetosum Nakamura,2004,Verrucoentomon anatoli Shrubovych & Bernard,2012 and Verrucoentomon louisanne Sh... Three newly recorded species in the order Acerentomata in Protura from China are described:Filientomon duodecimsetosum Nakamura,2004,Verrucoentomon anatoli Shrubovych & Bernard,2012 and Verrucoentomon louisanne Shrubovych & Bernard,2012.The important morphological characters of Chinese specimens are described in detail.An updated key to Chinese Verrucoentomon species is provided.In addition,their DNA barcodes are sequenced and analyzed. 展开更多
关键词 proturans key DNA barcodes maxillary gland taxonomy
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Crane flies(Diptera: Tipuloidea: Tipulidae) from Dayaoshan National Nature Reserve, China and analysis of DNA barcodes, with description of one new species in the genus Indotipula
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作者 门秋雷 薛国喜 +1 位作者 孙梦溦 孙卓 《Entomotaxonomia》 CSCD 2017年第4期251-264,共14页
This paper reports six species of crane flies from Dayaoshan National Nature Reserve, Guangxi Zhuang Autonomous Region, China, including one new species, Indotipula jinxiuensis sp. nov. The males of Pselliophora guang... This paper reports six species of crane flies from Dayaoshan National Nature Reserve, Guangxi Zhuang Autonomous Region, China, including one new species, Indotipula jinxiuensis sp. nov. The males of Pselliophora guangxiensis Yang Yang, 1988 and Holorusia basiflava Yang Yang, 1993 and female of Pselliophora xanthopimplina Enderlein, 1921 are redescribed and illustrated with new morphological characters. The females of P. guangxiensis and H. basiflava are described and illustrated for the first time. A key for separating known species of Indotipula Edwards, 1931 from China is provided. DNA barcodes of all species in this study are provided and analyzed. 展开更多
关键词 NEMATOCERA DNA barcodes REDESCRIPTION taxonomy key
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DNA Barcodes in Fig Cultivars (Ficus carica L.) Using ITS Regions of Ribosomal DNA, the psbA-trnH Spacer and the matK Coding Sequence 被引量:1
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作者 Carlos Castro Alejandro Hernandez +1 位作者 Luis Alvarado Dora Flores 《American Journal of Plant Sciences》 2015年第1期95-102,共8页
Molecular markers provide a useful method for genotype characterization and allow a high precision determination of the genetic relationship between cultivars and varieties. A system based on DNA sequences—which is k... Molecular markers provide a useful method for genotype characterization and allow a high precision determination of the genetic relationship between cultivars and varieties. A system based on DNA sequences—which is known as DNA barcoding—will choose one or several standard loci which can be sequenced and compared to differentiate between species. In this research, the ITS, matK, and trnH-psbA sequences were evaluated for the molecular identification of seven F. carica genotypes, generating complete sequences for the first two loci, but unable to produce bidirectional sequences by using the trnH-psbA sequence. The ITS sequence presented the highest variation rates, while the phylogeny constructed with the matK sequence obtained the highest percentage of solved monophyletic groups. Through Pearson’s correlation analysis, it was possible to determine the existence of a significant correlation between the ITS region and psbA-trnH, and the matK and psbA-trnH sequences, but not between ITS and matK. The phylogenies constructed with the ITS + matK barcodes and ITS + matK + psbA-trnH presented the highest percentage for resolution. However, considering the cost efficiency and the facilitated recovery by using PCR, the matK + ITS combination is recommended. 展开更多
关键词 FICUS CARICA DNA barcodes ITS PSBA-TRNH MATK
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Prospects and Problems for Identification of Poisonous Plants in China using DNA Barcodes 被引量:9
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作者 XIE Lei WANG Ying Wei +3 位作者 GUAN Shan Yue XIE Li Jing LONG Xin SUN Cheng Ye 《Biomedical and Environmental Sciences》 SCIE CAS CSCD 2014年第10期794-806,共13页
Objective Poisonous plants are a deadly threat to public health in China. The traditional clinical diagnosis of the toxic plants is inefficient, fallible, and dependent upon experts. In this study, we tested the perfo... Objective Poisonous plants are a deadly threat to public health in China. The traditional clinical diagnosis of the toxic plants is inefficient, fallible, and dependent upon experts. In this study, we tested the performance of DNA barcodes for identification of the most threatening poisonous plants in China. Methods Seventy-four accessions of 27 toxic plant species in 22 genera and 17 families were sampled and three DNA barcodes (motK, rbcL, and ITS) were amplified, sequenced and tested. Three methods, Blast, pairwise global alignment (PWG) distance, and Tree-Building were tested for discrimination power. Results The primer universality of all the three markers was high. Except in the case of ITS for Hemerocollis minor, the three barcodes were successfully generated from all the selected species. Among the three methods applied, Blast showed the lowest discrimination rate, whereas PWG Distance and Tree-Building methods were equally effective. The ITS barcode showed highest discrimination rates using the PWG Distance and Tree-Building methods. When the barcodes were combined, discrimination rates were increased for the Blast method. 展开更多
关键词 Poisonous plants DNA barcoding metK RBCL iTS
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Applications of Three DNA Barcodes in Assorting Intertidal Red Macroalgal Flora in Qingdao, China 被引量:7
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作者 ZHAO Xiaobo PANG Shaojun +1 位作者 SHAN Tifeng LIU Feng 《Journal of Ocean University of China》 SCIE CAS 2013年第1期139-145,共7页
This study is part of the endeavor to construct a comprehensive DNA barcoding database for common seaweeds in China. Identifications of red seaweeds, which have simple morphology and anatomy, are sometimes difficult s... This study is part of the endeavor to construct a comprehensive DNA barcoding database for common seaweeds in China. Identifications of red seaweeds, which have simple morphology and anatomy, are sometimes difficult solely depending on morphological characteristics. In recent years, DNA barcode technique has become a more and more effective tool to help solve some of the taxonomic difficulties. Some DNA markers such as COI(cytochrome oxidase subunit I) are proposed as standardized DNA barcodes for all seaweed species. In this study, COI, UPA (universal plastid amplicon, domain V of 23S rRNA), and ITS (nuclear internal transcribed spacer) were employed to analyze common species of intertidal red seaweeds in Qingdao (119.3°-121°E, 35.35°-37.09°N). The applicability of using one or a few combined barcodes to identify red seaweed species was tested. The results indicated that COI is a sensitive marker at species level. However, not all the tested species gave PCR amplification products due to lack of the universal primers. The second barcode UPA had effective universal primers but needed to be tested for the effectiveness of resolving closely related species. More than one ITS sequence types were found in some species in this investigation, which might lead to confusion in further analysis. Therefore ITS sequence is not recommended as a universal barcode for seaweeds identification. 展开更多
关键词 red seaweeds DNA barcoding COI ITS UPA
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Identification of medicinal plants within the Apocynaceae family using ITS2 and psbA-trnH barcodes 被引量:8
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作者 LV Ya-Na YANG Chun-Yong +5 位作者 SHI Lin-Chun ZHANG Zhong-Lian XU An-Shun ZHANG Li-Xia LI Xue-Lan LI Hai-Tao 《Chinese Journal of Natural Medicines》 SCIE CAS CSCD 2020年第8期594-605,共12页
To ensure the safety of medications,it is vital to accurately authenticate species of the Apocynaceae family,which is rich in poisonous medicinal plants.We identified Apocynaceae species by using nuclear internal tran... To ensure the safety of medications,it is vital to accurately authenticate species of the Apocynaceae family,which is rich in poisonous medicinal plants.We identified Apocynaceae species by using nuclear internal transcribed spacer 2(ITS2)and psb Atrn H based on experimental data.The identification ability of ITS2 and psb A-trn H was assessed using specific genetic divergence,BLAST1,and neighbor-joining trees.For DNA barcoding,ITS2 and psb A-trn H regions of 122 plant samples of 31 species from 19 genera in the Apocynaceae family were amplified.The PCR amplification for ITS2 and psb A-trn H sequences was 100%.The sequencing success rates for ITS2 and psb A-trn H sequences were 81%and 61%,respectively.Additional data involved 53 sequences of the ITS2 region and 38 sequences of the psb A-trn H region were downloaded from Gen Bank.Moreover,the analysis showed that the interspecific divergence of Apocynaceae species was greater than its intra-specific variations.The results indicated that,using the BLAST1 method,ITS2 showed a high identification efficiency of 97%and 100%of the samples at the species and genus levels,respectively,via BLAST1,and psb A-trn H successfully identified 95%and 100%of the samples at the species and genus levels,respectively.The barcode combination of ITS2/psb A-trn H successfully identified 98%and 100%of samples at the species and genus levels,respectively.Subsequently,the neighbor joining tree method also showed that barcode ITS2 and psb A-trn H could distinguish among the species within the Apocynaceae family.ITS2 is a core barcode and psb A-trn H is a supplementary barcode for identifying species in the Apocynaceae family.These results will help to improve DNA barcoding reference databases for herbal drugs and other herbal raw materials. 展开更多
关键词 APOCYNACEAE DNA barcoding ITS2 PSBA-TRNH Species identification
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Chloroplast gene matK holds the barcodes for identification of Momordica(Cucurbitaceae) species from Indian subcontinent 被引量:2
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作者 Girme Aoudumbar Ramesh Deepu Mathew +1 位作者 K.Joseph John V.Ravisankarc 《Horticultural Plant Journal》 SCIE CSCD 2022年第1期89-98,共10页
DNA barcoding is a supplementary tool in plant systematics,extensively used to resolve the species level controversies.This paper details the identification of DNA barcodes for seven species of Momordica,using the chl... DNA barcoding is a supplementary tool in plant systematics,extensively used to resolve the species level controversies.This paper details the identification of DNA barcodes for seven species of Momordica,using the chloroplast gene mat K.Since the species M.cymbalaria has been confused as a member of the genus Luffa,26 accessions of Momordica belonging to seven Indian species and two accessions of Luffa acutangula were included in this study.Analysis of mat K sequences has yielded distinct barcodes in M.charantia var.charantia,M.subangulata subsp.renigera,M.cochinchinensis,M.balsamina,M.cymbalaria and also in Luffa acutangula.Evolutionary status of each species was reflected as nucleotide polymorphisms in each sequence.The wild species M.dioica and M.sahyadrica have yielded one barcode but failed to get differentiated.Further,this study provides conclusive proof that M.cymbalaria is a member of Momordica genus.The phylogram generated was successful to distinguish the monoecious species of this genus,M.charantia,M.balsamina and M.cymbalaria,from the dioecious species M.dioica,M.sahyadrica,M.subangulata subsp.renigera and M.cochinchinensis.Thus,mat K locus,by accumulating the evolutionary sequence variations,is proven efficient to differentiate the Momordica species and to reveal their relatedness. 展开更多
关键词 CUCURBIT DNA barcoding LUFFA Phylogeny systematics
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