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On the Accuracy of Edge Detectors in Number Plate Extraction 论边缘检测器在号码牌提取中的准确性
Pub Date : 2024-02-28 DOI: 10.22364/bjmc.2019.7.1.02
B. O. Sadiq, O. Ochia, O. S. Zakariyya, A. Salami
Edge detection as a pre-processing stage is a fundamental and important aspect of the number plate extraction system. This is due to the fact that the identification of a particular vehicle is achievable using the number plate because each number plate is unique to a vehicle. As such, the characters of a number plate system that differ in lines and shapes can be extracted using the principle of edge detection. This paper presents a method of number plate extraction using edge detection technique. Edges in number plates are identified with changes in the intensity of pixel values. Therefore, these edges are identified using a single based pixel or collection of pixel-based approach. The efficiency of these approaches of edge detection algorithms in number plate extraction in both noisy and clean environment are experimented. Experimental results are achieved in MATLAB 2017b using the Pratt Figure of Merit (PFOM) as a performance metric
边缘检测作为预处理阶段,是号牌提取系统的一个基本而重要的方面。这是因为,通过号牌可以识别特定车辆,因为每个号牌对车辆来说都是独一无二的。因此,可以利用边缘检测原理提取车牌系统中线条和形状不同的字符。本文介绍了一种利用边缘检测技术提取号牌的方法。通过像素值强度的变化来识别号牌中的边缘。因此,这些边缘可以使用基于像素的单一方法或基于像素的集合方法来识别。我们对这些边缘检测算法在嘈杂和洁净环境下提取号牌的效率进行了实验。实验结果在 MATLAB 2017b 中实现,使用普拉特功绩值(PFOM)作为性能指标
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引用次数: 2
Visual Diagrammatic Queries in ViziQuer: Overview and Implementation ViziQuer中的可视化图表查询:概述和实现
Pub Date : 2023-04-27 DOI: 10.48550/arXiv.2304.14825
Julija Ovcinnikova, A. Sostaks, Kārlis Čerāns
Knowledge graphs (KG) have become an important data organization paradigm. The available textual query languages for information retrieval from KGs, as SPARQL for RDF-structured data, do not provide means for involving non-technical experts in the data access process. Visual query formalisms, alongside form-based and natural language-based ones, offer means for easing user involvement in the data querying process. ViziQuer is a visual query notation and tool offering visual diagrammatic means for describing rich data queries, involving optional and negation constructs, as well as aggregation and subqueries. In this paper we review the visual ViziQuer notation from the end-user point of view and describe the conceptual and technical solutions (including abstract syntax model, followed by a generation model for textual queries) that allow mapping of the visual diagrammatic query notation into the textual SPARQL language, thus enabling the execution of rich visual queries over the actual knowledge graphs. The described solutions demonstrate the viability of the model-based approach in translating complex visual notation into a complex textual one; they serve as semantics by implementation description of the ViziQuer language and provide building blocks for further services in the ViziQuer tool context.
知识图(KG)已成为一种重要的数据组织范式。用于从kg中检索信息的可用文本查询语言,如用于rdf结构化数据的SPARQL,并没有提供让非技术专家参与数据访问过程的方法。可视化查询形式化,以及基于表单和基于自然语言的形式化,提供了简化用户参与数据查询过程的方法。ViziQuer是一个可视化的查询符号和工具,提供可视化的图表方式来描述富数据查询,包括可选和否定结构,以及聚合和子查询。在本文中,我们从最终用户的角度回顾了可视化ViziQuer符号,并描述了概念和技术解决方案(包括抽象语法模型,然后是文本查询的生成模型),这些解决方案允许将可视化图表查询符号映射到文本SPARQL语言中,从而能够在实际知识图上执行丰富的可视化查询。所描述的解决方案证明了基于模型的方法在将复杂的视觉符号转换为复杂的文本符号方面的可行性;它们通过ViziQuer语言的实现描述充当语义,并为ViziQuer工具上下文中的进一步服务提供构建块。
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引用次数: 0
From Zero to Production: Baltic-Ukrainian Machine Translation Systems to Aid Refugees 从零到生产:波罗的海-乌克兰机器翻译系统援助难民
Pub Date : 2022-09-28 DOI: 10.22364/bjmc.2022.10.3.01
Toms Bergmanis, Marcis Pinnis
. In this paper, we examine the development and usage of six low-resource machine translation systems translating between the Ukrainian language and each of the official languages of the Baltic states. We developed these systems in reaction to the escalating Ukrainian refugee crisis caused by the Russian military aggression in Ukraine in the hope that they might be helpful for refugees and public administrations. Now, two months after MT systems were made public, we analyze their usage patterns and statistics. Our findings show that the Latvian-Ukrainian and Lithuanian-Ukrainian systems are integrated into the public services of Baltic states, leading to more than 127 million translated sentences for the Lithuanian-Ukrainian system. Motivated by these findings, we further enhance our MT systems by better Ukrainian toponym translation and publish an improved version of the Lithuanian-Ukrainian system.
. 在本文中,我们研究了六种低资源机器翻译系统的开发和使用,这些系统在乌克兰语和波罗的海国家的每种官方语言之间进行翻译。我们开发这些系统是为了应对俄罗斯在乌克兰的军事侵略造成的不断升级的乌克兰难民危机,希望它们能对难民和公共行政部门有所帮助。现在,在MT系统公开两个月后,我们分析了它们的使用模式和统计数据。我们的研究结果表明,拉脱维亚-乌克兰语和立陶宛-乌克兰语系统被整合到波罗的海国家的公共服务中,导致立陶宛-乌克兰语系统的翻译句子超过1.27亿。在这些发现的激励下,我们通过更好的乌克兰语地名翻译进一步增强了我们的MT系统,并发布了立陶宛-乌克兰语系统的改进版本。
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引用次数: 0
Similarity of Sentence Representations in Multilingual LMs: Resolving Conflicting Literature and a Case Study of Baltic Languages 多语言LMs中句子表示的相似性:解决文献冲突及波罗的海语言个案研究
Pub Date : 2021-09-02 DOI: 10.22364/bjmc.2022.10.3.07
Maksym Del, Mark Fishel
. Low-resource languages, such as Baltic languages, benefit from Large Multilingual Models (LMs) that possess remarkable cross-lingual transfer performance capabilities. This work is an interpretation and analysis study into cross-lingual representations of Multilingual LMs. Previous works hypothesized that these LMs internally project representations of different languages into a shared cross-lingual space. However, the literature produced contradictory results. In this paper, we revisit the prior work claiming that "BERT is not an Interlingua" and show that different languages do converge to a shared space in such language models with another choice of pooling strategy or similarity index. Then, we perform cross-lingual representational analysis for the two most popular multilingual LMs employing 378 pairwise language comparisons. We discover that while most languages share joint cross-lingual space, some do not. However, we observe that Baltic languages do belong to that shared space. 1
. 低资源语言,如波罗的海语言,受益于大型多语言模型(Large Multilingual Models, LMs),它具有显著的跨语言迁移性能。这项工作是对多语言lm的跨语言表征的解释和分析研究。先前的研究假设,这些LMs在内部将不同语言的表示投影到共享的跨语言空间中。然而,文献得出了相互矛盾的结果。在本文中,我们回顾了先前的工作,声称“BERT不是一个Interlingua”,并表明在这种语言模型中,不同的语言确实收敛到一个共享空间,使用另一种池化策略或相似度索引。然后,我们对两种最流行的多语言lm进行跨语言表征分析,采用378对语言比较。我们发现,虽然大多数语言共享共同的跨语言空间,但有些语言却没有。然而,我们注意到,波罗的海语言确实属于这一共同空间。1
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引用次数: 2
The Combinatorial Analysis of n-Gram Dictionaries, Coverage and Information Entropy based on the Web Corpus of English 基于网络英语语料库的n-Gram词典、覆盖和信息熵组合分析
Pub Date : 2021-06-07 DOI: 10.21203/RS.3.RS-237508/V2
A. Malashina
We research n-gram dictionaries and estimate its coverage and entropy based on the web corpus of English. We consider a method for estimating the coverage of empirically generated dictionaries and an approach to address the disadvantage of low coverage. Based on the ideas of Kolmogorov’s combinatorial approach, we estimate the n-gram entropy of the English language and use mathematical extrapolation to approximate the marginal entropy. In addition, we approximate the number of all possible legal n-grams in the English language for large order of n-grams.
我们研究了基于网络英语语料库的n-gram词典,并对其覆盖范围和熵进行了估计。我们考虑了一种估算经验生成字典覆盖率的方法和一种解决低覆盖率缺点的方法。基于Kolmogorov组合方法的思想,我们估计了英语语言的n-gram熵,并使用数学外推来近似边际熵。此外,我们对大阶n-gram的英语语言中所有可能的合法n-gram的数量进行了近似。
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引用次数: 0
Hydrological Model for Decision-Making: Männikjärve Bog Case Study, Estonia 水文模型的决策:Männikjärve沼泽案例研究,爱沙尼亚
Pub Date : 2020-09-28 DOI: 10.22364/BJMC.2020.8.3.01
Oskars Java, M. Kohv, Asko Löhmus
In order to support the conservation of bog ecosystem over its geographic range and its genetic diversity, marginal areas of lower quality as a result of damage or degradation which abut active raised bogs may need to be included, protected and, where practicable, regenerated. There are very few intact or near-intact raised bogs in Europe, except in Finland and Sweden where active raised bogs are the predominant mire complex type in hemiboreal and southern boreal regions (European Commission, 2013). Leaf area index is an important parameter as it emblematize vegetation. After the construction of drainage, bogs usually become overgrown with trees, the restoration of the ecosystem requires vegetation manipulation. There are many degraded bogs in Estonia and Latvia that have overgrown with trees, and this type of simulation model would help to calculate the right tree cutting intensity to reduce the impact of evaporation and interception of trees on the water balance of the bog, thereby contributing to the restoration of the bogs. This article describes the case study of Männikjärve’s bog where system dynamics simulation model for decision-making, built in Stella Architect environment, was validated.
为了支持在其地理范围和遗传多样性上保护沼泽生态系统,可能需要包括、保护和在可行的情况下进行再生的由于受到破坏或退化而质量较低的边缘地区。除了芬兰和瑞典以外,欧洲很少有完整或近乎完整的凸起沼泽,在芬兰和瑞典,活跃的凸起沼泽是半北方和南北方地区主要的沼泽复杂类型(欧盟委员会,2013年)。叶面积指数是植被的重要指标。在排水系统建设后,沼泽通常会被树木覆盖,生态系统的恢复需要植被的操纵。在爱沙尼亚和拉脱维亚有许多退化的沼泽,上面长满了树木,这种模拟模型将有助于计算正确的树木砍伐强度,以减少树木蒸发和截流对沼泽水平衡的影响,从而有助于沼泽的恢复。本文描述了在Stella Architect环境中构建的用于决策的系统动力学仿真模型Männikjärve的案例研究。
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引用次数: 3
Detection of Phishing URLs by Using Deep Learning Approach and Multiple Features Combinations 基于深度学习和多特征组合的网络钓鱼url检测
Pub Date : 2020-09-28 DOI: 10.22364/BJMC.2020.8.3.06
Tomas Rasymas, Laurynas Dovydaitis
. Phishing detection is mostly performed through the usage of blacklists. However, blacklists cannot be exhaustive and lack the ability to detect newly generated phishing URLs. In recent years, increased attention has been given to exploring machine learning techniques in order to improve the universality of phishing URL detectors. This article aims at presenting our results on phishing URLs classification where three different features: lexical features, character level embeddings, and word level embeddings were compared with the view to find an approach that maximizes the ratio of phishing URL detection. In addition, a new deep neural network architecture for that problem was suggested. The said deep neural network consists of combined multiple CNN and LSTM layers. The 94.4% accuracy was achieved by combining character and word level embeddings.
. 网络钓鱼检测主要是通过使用黑名单来完成的。但是,黑名单不能是详尽的,并且缺乏检测新生成的网络钓鱼url的能力。近年来,人们越来越关注探索机器学习技术,以提高网络钓鱼URL检测器的通用性。本文旨在展示我们对网络钓鱼URL分类的结果,其中比较了三种不同的特征:词汇特征、字符级嵌入和词级嵌入,以找到一种最大化网络钓鱼URL检测率的方法。在此基础上,提出了一种新的深度神经网络结构。所述深度神经网络由多个CNN和LSTM层组合而成。通过字符级嵌入和词级嵌入相结合,准确率达到94.4%。
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引用次数: 6
A Preliminary Usability and Universal Design Evaluation of a Television App User Interface 一个电视应用程序用户界面的初步可用性和通用设计评估
Pub Date : 2020-09-28 DOI: 10.22364/BJMC.2020.8.3.03
B. Awale, Pietro Murano
This paper details a two-part evaluation of the Apple TV user interface. A Heuristic Evaluation and an evaluation using the seven universal design principles were carried out. The overall results showed that the Apple TV user interface has various failings in the design for users of diverse kinds. Suggestions for ways forward include designers using more rigorously the ISO standards and well established user interface design guidelines.
本文对Apple TV的用户界面进行了两部分的详细评估。采用启发式评价和七项通用设计原则进行了评价。总体结果表明,Apple TV的用户界面在针对不同类型用户的设计上存在各种缺陷。对未来的建议包括设计师更严格地使用ISO标准和完善的用户界面设计指南。
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引用次数: 1
Definition and Evaluation of Data Quality: User-Oriented Data Object-Driven Approach to Data Quality Assessment 数据质量的定义和评估:面向用户的数据对象驱动的数据质量评估方法
Pub Date : 2020-09-28 DOI: 10.22364/BJMC.2020.8.3.02
Anastasija Nikiforova
. Data quality issue has emerged since the end of the 60’s, however, more than 50 years later, it remains unresolved and is still current, mainly due the popularity of data and open data. The paper proposes a data object-driven approach to data quality evaluation. This user-oriented solution is based on 3 main components: data object, data quality specification and the process of data quality measuring. These components are defined by 3 graphical DSLs, that are easy enough even for non-IT experts. The approach ensures data quality analysis depending on the use-case. Developed approach allows analysing quality of “third-party” data. The proposed solution is applied to open data sets. The result of approbation of the proposed approach demonstrated that open data have numerous data quality issues. There are also underlined common data quality problems detected not only in Latvian open data but also in open data of 3 European countries.
。数据质量问题从60年代末就开始出现,但50多年后的今天,由于数据和开放数据的普及,数据质量问题仍然没有得到解决。提出了一种数据对象驱动的数据质量评价方法。这个面向用户的解决方案基于三个主要组成部分:数据对象、数据质量规范和数据质量度量过程。这些组件由3个图形化dsl定义,即使是非it专家也很容易理解。该方法确保根据用例进行数据质量分析。开发的方法允许分析“第三方”数据的质量。提出的解决方案应用于开放数据集。所提出的方法的批准结果表明,开放数据有许多数据质量问题。还强调了不仅在拉脱维亚开放数据中而且在三个欧洲国家的开放数据中发现的共同数据质量问题。
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引用次数: 21
Monitoring System for Remote Bee Colony State Detection 远程蜂群状态检测监测系统
Pub Date : 2020-09-28 DOI: 10.22364/BJMC.2020.8.3.05
A. Zacepins, A. Kviesis, V. Komašilovs, F. Muhammad
. Honeybees are the main pollinators for agricultural and horticultural plants. They help at least 30% of the worlds crops and 90% of the worlds wild plants to thrive via cross-pollination. To minimise the effect of on-site colony inspections application of Precision Beekeeping solutions are becoming increasingly frequent. Real time, remote monitoring of the colonies using ICT can help the beekeepers to detect abnormalities and identify states of the colony. For successful implementation of the Precision Beekeeping system development of the bee colony monitoring hardware solution and computer software for data collection and further analysis is needed. This paper describes authors developed bee colony monitoring system for the remote bee colony state detection. Bee colony weight together with temperature are the key metrics for state and behaviour analysis. Hardware of the developed monitoring system is based on the popular ESP8266 low-cost Wi-Fi microchip. Weight is measured using single point load cell with possibility to measure weight up to 200kg, which is enough for the bee colony measurements. Data transfer from the remote apiary is provided by the external 3G router. For data storage and analysis cloud-based data warehouse was developed. Collected data is accessible in the web system in real time. In addition, web tool for system power consumption and battery life evaluation was developed to assess monitoring system sustainability. Described monitoring system is developed within the Horizon 2020 project SAMS, which is funded by the European Union within the H2020-ICT-39-2016-2017
. 蜜蜂是农业和园艺植物的主要传粉者。它们通过异花授粉帮助世界上至少30%的农作物和90%的野生植物茁壮成长。为了尽量减少现场蜂群检查的影响,精密养蜂解决方案的应用越来越频繁。利用信息通信技术对蜂群进行实时远程监控,可以帮助养蜂人发现异常情况并确定蜂群的状态。为了成功实施精密养蜂系统,需要开发蜂群监测硬件解决方案和计算机软件来进行数据收集和进一步分析。本文介绍了作者开发的蜂群监测系统,用于远程监测蜂群状态。蜂群重量和温度是状态和行为分析的关键指标。所开发的监控系统的硬件是基于流行的ESP8266低成本Wi-Fi微芯片。重量测量使用单点称重传感器,可能测量重量高达200kg,这是足够的蜂群测量。来自远程养蜂场的数据传输由外部3G路由器提供。为了实现数据的存储和分析,开发了基于云的数据仓库。收集到的数据可以在web系统中实时访问。此外,开发了系统功耗和电池寿命评估网络工具,以评估监测系统的可持续性。所描述的监测系统是在地平线2020项目SAMS中开发的,该项目由欧盟在H2020-ICT-39-2016-2017中资助
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引用次数: 13
期刊
Balt. J. Mod. Comput.
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