node

免疫缺陷 41 伴有淋巴细胞增生和自身免疫
  • 文章类型: Journal Article
    农田中的镉(Cd)污染对主要农作物的粮食安全构成了重大威胁,尤其是大米。使用水培和土壤培养的混合方法,稳定同位素示踪剂,和先进的分析技术,这项研究阐明了Cd吸收的机制,易位,以及水稻在不同生长阶段的积累。尽管土壤DTPA(二乙三胺五乙酸)-Cd与水稻总Cd浓度之间存在显着的线性相关性,我们的研究结果表明,土壤Cd水平对谷物中Cd比例的影响可以忽略不计。该研究强调了植物节点内Cd分布对DTPA可提取Cd变化的动态响应。抽穗期(HS)和成熟期(MS)是水稻Cd吸收和向上运输的关键,糙米对Cd吸收的贡献率分别为28.61%和40.16%,分别。此外,Cd在节点中的分布表明,节点对水稻中Cd的控制和再分布具有重要意义。在HS中,较低的节点具有重新传输的功能,而在MS中,上节点中Cd有相当大的重新分布。这些见解可以帮助我们了解水稻Cd的动态,并开发农艺技术和水稻品种,以最大程度地减少Cd的积累。
    Cadmium (Cd) contamination in farmland poses a significant threat to food security in staple crops, especially rice. Using a mix of hydroponic and soil culture methods, stable isotope tracers, and advanced analytical techniques, this study elucidated the mechanisms of Cd uptake, translocation, and accumulation in rice throughout different growth stages. Despite a notable linear correlation between soil DTPA (diethylene-triaminepentaacetic acid)-Cd and the total Cd concentration of rice, our findings showed that the influence of soil Cd level on the proportion of Cd in grain was negligible. The study highlighted the dynamic response of Cd distribution within plant nodes to changes in DTPA-extractable Cd. Heading stage (HS) and mature stage (MS) were critical for Cd uptake and upward transport in rice, and the contribution of Cd absorption in brown rice was 28.61% and 40.16%, respectively. Moreover, the distribution of Cd in nodes showed how important nodes are for controlling and redistributing Cd in rice. In the HS, the lower node had a function in re-transporting, whereas in the MS, there was a considerable redistribution of Cd in the upper node. These insights can help us understand rice Cd dynamics and develop agronomic techniques and rice cultivars that minimize Cd accumulation.
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  • 文章类型: Journal Article
    房室(AV)传导消融通过记录希氏束电位所定义的传导轴的穿透区域来实现。His束的消融可能会降低强健的交界逃避节奏的可能性。假设特定的房室结消融是可行且安全的。
    如在人类心脏的解剖和组织学切片中所述,确定了房室结相对于传导轴穿透部位的解剖位置。射频(RF)消融是根据解剖学标准完成的。
    在72例患者中尝试了房室结的特定解剖消融。63例患者(87.5%)成功进行房室结消融,在60分钟(IQR50-70分钟)的手术时间之后,透视时间3.4分钟(IQR2.4-5.5分钟),并输送4个(IQR3-6)射频损伤。45例患者(71%)出现逃避节律,所有45例患者的QRS波群与消融前相似。在10分钟的等待期后,六名患者接受了阿托品的治疗,但并未导致传导恢复。在9名患者中,AV传导无法中断,12个(IQR8-15)射频损伤后,通过His消融实现房室传导阻滞。没有发生猝死的病例,所有患者在中位10.5个月(IQR5-14个月)的随访期间均出现持续性房室传导阻滞.
    房室结的解剖消融是可行且安全的,并导致类似于消融前的逃避节律。
    UNASSIGNED: Atrioventricular (AV) conduction ablation has been achieved by targeting the area of penetration of the conduction axis as defined by recording a His bundle potential. Ablation of the His bundle may reduce the possibility of a robust junctional escape rhythm. It was hypothesised that specific AV nodal ablation is feasible and safe.
    UNASSIGNED: The anatomical position of the AV node in relation to the site of penetration of the conduction axis was identified as described in dissections and histological sections of human hearts. Radiofrequency (RF) ablation was accomplished based on the anatomical criteria.
    UNASSIGNED: Specific anatomical ablation of the AV node was attempted in 72 patients. Successful AV nodal ablation was accomplished in 63 patients (87.5%), following 60 minutes (IQR 50-70 minutes) of procedure time, 3.4 minutes (IQR 2.4-5.5 minutes) of fluoroscopy time, and delivery of 4 (IQR 3-6) RF lesions. An escape rhythm was present in 45 patients (71%), and the QRS complex was similar to that before ablation in all 45 patients. Atropine was administered in six patients after the 10-min waiting period and did not result in restoration of conduction. In nine patients, AV conduction could not be interrupted, and AV block was achieved with ablation of the His after delivery of 12 (IQR 8-15) RF lesions. No cases of sudden death were encountered, and all patients had persistent AV block during a median 10.5 months (IQR 5-14 months) of follow-up.
    UNASSIGNED: Anatomical ablation of the AV node is feasible and safe, and results in an escape rhythm similar to that before ablation.
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  • 文章类型: Journal Article
    背景:用于治疗激素受体阳性乳腺癌(HR+BC)的新辅助内分泌疗法(NET)的腋窝反应尚未得到充分描述。本研究旨在表征NET后的节点响应。
    方法:纳入了1998年至2022年在综合癌症中心接受NET然后进行治愈性意向手术的患者。排除有远处转移的患者。主要结果是淋巴结病理完全缓解(pCR)。降级被定义为网后类别减少。
    结果:我们包括123例患者;大多数是cT2(n=59)或cT3(n=35),和cN0(n=81)。中位年龄为70.0岁(四分位距62.1-76.0)。42例(34.1%)为临床淋巴结阳性。NET之后,73例(59.8%)接受了保乳手术。所有患者均接受前哨淋巴结活检,和12(9.8%)完成腋窝淋巴结清扫。51例(41.5%)患者实现了乳房内降期,1(0.8%)有乳房pCR,14例(11.4%)有乳房分期。10例(23.8%)实现了腋下分期,6例(14.3%)有淋巴结pCR,14例(33.3%)有腋窝分期。在10年的随访中,局部复发率为1%,远处复发率为14%,而无病生存率为82%。在调整人口统计学和临床因素后,年龄是与死亡率相关的唯一特征(风险比1.07,95%置信区间1.01-1.13).
    结论:在用NET治疗的HR+BC中,长期无病生存是好的,尽管淋巴结pCR在cN+患者中并不常见。需要未来的研究来阐明最佳的新辅助系统治疗,并描述肿瘤安全性的策略,以降低残留镜下疾病的腋窝管理。
    BACKGROUND: Axillary response to neoadjuvant endocrine therapy (NET) for the treatment of hormone receptor-positive breast cancer (HR+ BC) is not well-described. This study was designed to characterize nodal response after NET.
    METHODS: Patients receiving NET followed by curative intent surgery at a comprehensive cancer center from 1998 to 2022 in a prospectively collected registry were included. Patients with distant metastasis were excluded. Primary outcome was nodal pathologic complete response (pCR). Downstaging was defined as post-NET decrease in category.
    RESULTS: We included 123 patients; the majority were cT2 (n = 59) or cT3 (n = 35), and cN0 (n = 81). Median age was 70.0 years (interquartile range 62.1-76.0). Forty-two patients (34.1%) were clinically node-positive. After NET, 73 (59.8%) underwent breast-conserving surgery. All patients underwent sentinel lymph node biopsy, and 12 (9.8%) underwent completion axillary lymph node dissection. In-breast downstaging was achieved in 51 (41.5%) patients, 1 (0.8%) had breast pCR, and 14 (11.4%) had breast upstaging. Axillary downstaging was achieved in 10 (23.8%), 6 patients (14.3%) had nodal pCR, and 14 (33.3%) had axillary upstaging. At 10-year follow-up, local recurrence was 1% and distant recurrence was 14%, while disease-free survival was 82%. After adjusting for demographic and clinical factors, age was the only characteristic associated with mortality (hazard ratio 1.07, 95% confidence interval 1.01-1.13).
    CONCLUSIONS: In HR+ BC treated with NET, long-term disease-free survival is good, although nodal pCR is uncommon for cN+ patients. Future studies are needed to elucidate optimal neoadjuvant systemic therapy and to delineate oncologically safe strategies to deescalate axillary management for residual microscopic disease.
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  • 文章类型: Journal Article
    土壤盐分显著限制了水稻的生产力,但我们对过量的钠(Na+)在生殖阶段是如何输送到谷物的知之甚少。这里,我们对水稻进化枝IVHAK/KUP/KT转运蛋白亚家族成员OsHAK4进行了功能表征。OsHAK4定位于质膜并表现出Na+的内流转运活性,但不是K+。对器官和生长阶段依赖性表达模式的分析表明,在营养生长阶段检测到非常低的OsHAK4表达水平,但是它在最上面的节点I中高度表达,花梗,Rachis是在生殖阶段被发现的.免疫染色显示OsHAK4位于淋巴结I的韧皮部区域,花梗,还有Rachis.OsHAK4的敲除在营养阶段不影响生长和Na积累。然而,在生殖阶段,hak4突变体在花梗中积累了更高的Na+,Rachis,外壳,和糙米相比,野生型水稻。元素成像显示,突变体在花梗韧皮部区域的Na积累较高。这些结果表明,OsHAK4在从上部结节的韧皮部中回收Na中起着至关重要的作用,花梗,还有Rachis,从而防止Na在水稻生殖阶段分配到谷物中。
    Soil salinity significantly limits rice productivity, but it is poorly understood how excess sodium (Na+) is delivered to the grains at the reproductive stage. Here, we functionally characterized OsHAK4, a member of the clade IV HAK/KUP/KT transporter subfamily in rice. OsHAK4 was localized to the plasma membrane and exhibited influx transport activity for Na+, but not for K+. Analysis of organ- and growth stage-dependent expression patterns showed that very low expression levels of OsHAK4 were detected at the vegetative growth stage, but its high expression in uppermost node I, peduncle, and rachis was found at the reproductive stage. Immunostaining indicated OsHAK4 localization in the phloem region of node I, peduncle, and rachis. Knockout of OsHAK4 did not affect the growth and Na+ accumulation at the vegetative stage. However, at the reproductive stage, the hak4 mutants accumulated higher Na+ in the peduncle, rachis, husk, and brown rice compared to the wild-type rice. Element imaging revealed higher Na+ accumulation at the phloem region of the peduncle in the mutants. These results indicate that OsHAK4 plays a crucial role in retrieving Na+ from the phloem in the upper nodes, peduncle, and rachis, thereby preventing Na+ distribution to the grains at the reproductive stage of rice.
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  • 文章类型: Journal Article
    茎是种子植物的主要器官之一,对植物的生存和农业都很重要。然而,由于许多物种缺乏清晰的外部地标,与其他器官相比,其发育和进化过程研究不足。最近解决这些问题的方法,特别是那些专注于属于TALE同源结构域超家族的KNOX1和BLH转录因子的人,已经开始通过连接先前积累的关于侧向器官调节因子的知识来揭示节点和节间的图案化过程。化石记录在理解茎的进化过程中起着至关重要的作用。这篇综述的目的是介绍茎是如何从祖先孢子体轴进化而来的,并为未来理解这个难以捉摸但关键的器官的发育过程提供框架。
    The stem is one of the major organs in seed plants and is important for plant survival as well as in agriculture. However, due to the lack of clear external landmarks in many species, its developmental and evolutionary processes are understudied compared to other organs. Recent approaches tackling these problems, especially those focused on KNOX1 and BLH transcription factors belonging to the TALE homeodomain superfamily have started unveiling the patterning process of nodes and internodes by connecting previously accumulated knowledge on lateral organ regulators. Fossil records played crucial roles in understanding the evolutionary process of the stem. The aim of this review is to introduce how the stem evolved from ancestorial sporophyte axes and to provide frameworks for future efforts in understanding the developmental process of this elusive but pivotal organ.
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  • 文章类型: Journal Article
    铁(Fe)一旦被根部吸收,就需要被输送到地上部分的不同器官和组织中,以发挥其多种生理功能。然而,铁分布的机制知之甚少。我们在表达模式方面对OsOPT7进行了功能表征,OsOPT7是寡肽转运蛋白家族的成员,本地化,敲除系的运输活性和表型分析。OsOPT7在节点中高表达,尤其是在最上面的节点I中,缺铁会上调其表达。OsOPT7将亚铁与质子耦合输送到细胞中。免疫染色显示,OsOPT7主要位于叶中结节和血管组织中扩大的维管束的木质部薄壁组织细胞中。敲除OsOPT7并不影响铁的摄取,但改变了铁的分布;更少的铁被分配到新叶,上部节点和发育中的圆锥花序,但是更多的铁被分配到老叶子上。此外,OsOPT7的敲除也导致较少的Fe分布到叶鞘,但叶片上有更多的铁。一起来看,OsOPT7参与Fe的木质部卸载,既可以远距离分布到发育器官,也可以在水稻叶片内局部分布。
    Iron (Fe) needs to be delivered to different organs and tissues of above-ground parts for playing its multiple physiological functions once it is taken up by the roots. However, the mechanisms underlying Fe distribution are poorly understood. We functionally characterized OsOPT7, a member of oligo peptide transporter family in terms of expression patterns, localization, transport activity and phenotypic analysis of knockdown lines. OsOPT7 was highly expressed in the nodes, especially in the uppermost node I, and its expression was upregulated by Fe-deficiency. OsOPT7 transports ferrous iron into the cells coupled with proton. Immunostaining revealed that OsOPT7 is mainly localized in the xylem parenchyma cells of the enlarged vascular bundles in the nodes and vascular tissues in the leaves. Knockdown of OsOPT7 did not affect the Fe uptake, but altered Fe distribution; less Fe was distributed to the new leaf, upper nodes and developing panicle, but more Fe was distributed to the old leaves. Furthermore, knockdown of OsOPT7 also resulted in less Fe distribution to the leaf sheath, but more Fe to the leaf blade. Taken together, OsOPT7 is involved in the xylem unloading of Fe for both long-distance distribution to the developing organs and local distribution within the leaf in rice.
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  • 文章类型: Journal Article
    目的很少有关于颈淋巴结清扫术中淋巴结总数(LNs)和淋巴结比率(LNR;阳性淋巴结数除以切除淋巴结数)的研究。或它们作为上呼吸消化道癌症(UADT)及其治疗的预后指标的潜在用途。我们旨在测量淋巴结解剖的数量和LNR,以评估其对UADT癌症的预后价值。以及它们对总体生存率和无病生存率的影响。方法我们对被诊断为UADT癌症的患者进行了回顾性研究,这些患者在阿卜杜勒阿齐兹国王大学医院和国民警卫队医院接受了颈部解剖作为其治疗计划的主要或次要方式。吉达,沙特阿拉伯。通过医疗记录收集数据,并进行分析以评估预后并计算与淋巴结数量和LNR相关的生存率。结果共纳入121例患者,其中女性14例(11.57%),男性107例(88.43%)。中位年龄为60岁,平均随访期为2.7年。在恶性肿瘤中,口腔舌占44.63%,喉部占35.54%。在颈部解剖期间,解剖了38个淋巴结的中位数。各个LNR的分布由平均值表征。0.04的平均LNR被认为是截止值,LNR>0.04高LNR,LNR<0.04和低LNR。该队列的Kaplan-Meier生存率估计显示,低LNR患者的三年总生存率为88%(95%置信区间[CI]:77%至94%)。但高LNR患者为71%(95%CI:47%至85%),具有统计学意义。在四年的随访中,类似的显著下降趋势仍然存在,低LNR患者的无病生存率为73%(95%CI:61%~82%),而高LNR患者的无病生存率为56%(95%CI:35%~72%).结论颈部淋巴结清扫术中切除的淋巴结数量和LNR可能是UADT癌症患者总体生存率和无病生存率的良好预后指标,并可能作为决定不同治疗计划的有价值的工具。
    Objectives Few studies have been conducted on the total number of lymph nodes (LNs) in neck dissection and the lymph node ratio (LNR; number of positive lymph nodes divided by number of excised lymph nodes), or their potential use as a prognostic indicator for cancers of the upper aerodigestive tract (UADT) and its treatment. We aimed to measure the number of lymph nodes dissected and the LNR to assess their prognostic value for cancers of the UADT, as well as their effect on overall survival and disease-free survival. Methods We performed a retrospective study of patients diagnosed with cancer of the UADT who underwent neck dissection as the primary or secondary modality of their treatment plan at King Abdulaziz University Hospital and the National Guard Hospital, Jeddah, Saudi Arabia. Data were collected through medical records and analyzed to assess prognosis and calculate survival rates in relation to the number of lymph nodes and LNR. Results A total of 121 patients were included: 14 women (11.57%) and 107 men (88.43%). The median age was 60 years and the mean follow-up period was 2.7 years. Of the malignancies, 44.63% were of the oral tongue and 35.54% were laryngeal. A median of 38 lymph nodes were dissected during neck dissections. The distribution of the individual LNRs was characterized by mean values. A mean LNR of 0.04 was considered the cutoff value, an LNR of > 0.04 a high LNR, and an LNR of < 0.04 a low LNR. Kaplan-Meier survival estimates for the cohort showed a three-year overall survival rate of 88% (95% confidence interval [CI]: 77% to 94%) for patients with a low LNR, but 71% (95% CI: 47% to 85%) for patients with a high LNR, which was statistically significant. A similar significant decreasing trend persisted at the four-year follow-up, where the disease-free survival rate was 73% (95% CI: 61% to 82%) for patients with a low LNR compared with 56% (95% CI: 35% to 72%) for patients with a high LNR. Conclusion The number of excised lymph nodes in neck dissections and the LNR might be a good prognostic indicator for overall survival and disease-free survival in patients with cancers of the UADT and may serve as a valuable tool in deciding on different treatment plans.
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  • 文章类型: English Abstract
    为研究花后叶片和茎对小麦芽中镉(Cd)和砷(As)积累和运输的影响,在典型的Cd和As共污染农田中进行了田间试验,以探索开花后两个小麦品种不同部位Cd和As的分布和转运。结果表明,Cd主要分布在两个品种的节点上,在灌浆阶段,Cd从节间3到节间2,从节间2到节间1以及从鞘1到节间1的易位因子明显高于其他地上部分。然而,Cd主要分布在叶片中,在成熟期,Cd从鞘到叶和从节点1到轴的易位因子显着高于其他部位。此外,JM22中Cd从颖片到rachis和从rachis到籽粒的运移能力明显低于SN28,从而显着降低了rachis中Cd的浓度,闪芽,JM22的谷物减少了22.3%,40.8%,和44.4%,分别。同时,从灌浆期到成熟期主要分布在小麦叶片中,JM22的颖和籽粒中的As浓度分别比SN28低25.8%和33.3%。此外,在整个灌浆期和成熟期,As从鞘到节的易位因子显着高于从叶到鞘和从节到节间的易位因子438%和190%。此外,JM22中As从glums到谷物和从rachis到谷物的易位因子分别比SN28低40.6%和44.4%。总之,旗叶,节点1,并且轴调节了小麦籽粒中Cd的运输和积累,而叶子3,旗叶,节点1,闪烁,轴主要负责小麦籽粒中砷的运输和积累。
    To investigate the effects of leaves and stems on the accumulation and transport of cadmium(Cd) and arsenic(As) in wheat shoots after flowering, a field experiment was conducted in a typical Cd and As co-contaminated agricultural land to explore the distribution and translocation of Cd and As in the different parts of two wheat cultivars after flowering. The results showed that Cd was mainly distributed in the nodes of two varieties, and the translocation factors of Cd from internode 3 to node 2, from internode 2 to node 1, and from sheath 1 to node 1 were markedly higher than those of other aboveground parts during the grain-filling stage. However, Cd was mainly distributed in the leaves, and the translocation factors of Cd from sheath to leaf and from node 1 to rachis was significantly higher than those of other parts at the mature stage. In addition, the transport capacity of Cd from glume to rachis and from rachis to grain in JM22 was significantly lower than that in SN28, which significantly reduced Cd concentrations in the rachis, glume, and grain of JM22 by 22.3%, 40.8%, and 44.4%, respectively. Meanwhile, As was mainly distributed in the wheat leaves from the grain-filling stage to the mature stage, and As concentrations in the glume and grain of JM22 were 25.8% and 33.3% lower than those of SN28, respectively. Additionally, the translocation factors of As from the sheath to the node were significantly 438% and 190% higher than that from leaf to sheath and from node to internode during the whole grain filling stage and mature stage. Moreover, the translocation factors of As from glumes to grains and from rachis to grains in JM22 were 40.6% and 44.4% lower than that in SN28, respectively. In summary, flag leaf, node 1, and the rachis had regulated Cd transport and accumulation in wheat grains, whereas leaf 3, flag leaf, node 1, the glumes, and the rachis were mainly responsible for As transport and accumulation in wheat grains.
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  • 文章类型: Journal Article
    镉(Cd)稳定同位素提供了一种新的技术来研究环境中Cd的命运,但是追踪植物来源存在挑战。我们在温室和冶炼厂旁边的田地中使用定制的开放式室(OTC)进行了单个水稻叶和根的干沉降和湿沉降,分别。现场实验还包括没有Cd沉积的对照和“完全”处理。暴露实验和同位素特征表明,叶片可以直接吸收大气中的Cd,然后在水稻植株内转移到其他组织中,在谷物中贡献52-70%的Cd,超过了根系暴露的贡献(30-48%)。叶子中的Cd同位素,节点,节间,和谷物表明,根优先从湿沉积中吸收Cd,但叶片有利于从干沉降中吸收Cd。叶子吸收的Cd通过节点重新分配,允许向上运输到谷物,但防止向下运输到根部。叶子有利于从大气沉积中吸收重同位素(ΔCd114/110叶尘:0.10±0.02‰),但保留了轻同位素并将重同位素传输到节点并进一步传输到谷物。这些发现强调了大气沉降对水稻和Cd同位素的贡献,当不同的同位素组成来源时,它们是量化植物来源的有用示踪剂。
    Cadmium (Cd) stable isotopes provide a novel technique to investigate the fate of Cd in the environment, but challenges exist for tracing the sources in the plants. We performed individual rice leaf and root exposures to dry and wet deposition using customized open-top chambers (OTCs) in the greenhouse and in the field next to a smelter, respectively. The field experiment also included a control without Cd deposition and a \"full\" treatment. The exposure experiments and isotope signatures showed that leaves can directly take up atmospheric Cd and then translocate within rice plants to other tissues, contributing 52-70% of Cd in grains, which exceeded the contribution (30-48%) by root exposure. The Cd isotopes in leaves, nodes, internodes, and grains demonstrate that roots preferentially take up Cd from wet deposition, but leaves favor uptake of Cd from dry deposition. The Cd uptake by leaves is redistributed via nodes, allowing for upward transport to the grains but preventing downward transport to the roots. Leaves favor uptake of heavy isotopes from atmospheric deposition (ΔCd114/110Leaf-Dust: 0.10 ± 0.02‰) but retain light isotopes and transport heavy isotopes to the nodes and further to grains. These findings highlight the contribution of atmospheric deposition to rice and Cd isotopes as a useful tracer for quantifying sources in plants when different isotopic compositions are in sources.
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  • 文章类型: Journal Article
    多光谱卫星图像为空间建模提供了新的视角,变化检测和土地覆盖分类。对地理上不同区域的准确分类的需求增加导致了基于对象的方法的进步。提出了一种新的时空方法,用于使用图神经网络对卫星图像进行基于对象的土地覆盖分类。本文通过将分段的陆地区域与时间相连,将序列卫星图像的创新表示形式作为有向图。该方法新颖的模块化节点分类管道利用卷积神经网络作为多光谱图像特征提取网络,图神经网络作为节点分类模型。为了评估所提出方法的性能,我们使用EfficientNetV2-S进行特征提取,并使用带有长短期内存聚合的GraphSAGE算法进行节点分类。这种在Sentinel-2L2A图像上的创新应用程序为两个地区制作了完整的4年月际土地覆盖分类图:奥地利的格拉茨,和波托罗兹地区,伊佐拉和科佩尔在斯洛文尼亚。该地区按Corine土地覆盖等级进行了分类。在格拉茨地区的二级分类中,该方法优于最先进的UNet模型,分别达到0.841的平均F1分数和0.831的准确性,而不是UNet的0.824和0.818。同样,在一级分类下,该方法在两个地区都表现出优于UNet的性能,包含较少的类。各个类别已被分类,准确率高达99.17%。
    Multispectral satellite imagery offers a new perspective for spatial modelling, change detection and land cover classification. The increased demand for accurate classification of geographically diverse regions led to advances in object-based methods. A novel spatiotemporal method is presented for object-based land cover classification of satellite imagery using a Graph Neural Network. This paper introduces innovative representation of sequential satellite images as a directed graph by connecting segmented land region through time. The method\'s novel modular node classification pipeline utilises the Convolutional Neural Network as a multispectral image feature extraction network, and the Graph Neural Network as a node classification model. To evaluate the performance of the proposed method, we utilised EfficientNetV2-S for feature extraction and the GraphSAGE algorithm with Long Short-Term Memory aggregation for node classification. This innovative application on Sentinel-2 L2A imagery produced complete 4-year intermonthly land cover classification maps for two regions: Graz in Austria, and the region of Portorož, Izola and Koper in Slovenia. The regions were classified with Corine Land Cover classes. In the level 2 classification of the Graz region, the method outperformed the state-of-the-art UNet model, achieving an average F1-score of 0.841 and an accuracy of 0.831, as opposed to UNet\'s 0.824 and 0.818, respectively. Similarly, the method demonstrated superior performance over UNet in both regions under the level 1 classification, which contains fewer classes. Individual classes have been classified with accuracies up to 99.17%.
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