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                  <text>VOL. 16 NO. 1 (2023)</text>
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                  <text>Sri Wahyuni</text>
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                <text>Embedded Deep Learning System for Classification of Car Make and Model</text>
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                <text>Embedded System Classification, Embedded Deep Learning, Car Classification</text>
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                <text>Automatic car make, and model classification is essential to support activities of intelligent traffic &#13;
systems in urban areas, such as surveillance, traffic information collection, statistics, etc. In order to &#13;
classify this data, we need an embedded system approach for real-time car recognition. Many &#13;
approaches could be made, from image processing to machine learning. Recently, the development of &#13;
the Convolutional Neural Network has spurred various research in the Area. ResNet, Inception, &#13;
DenseNet, and NasNet are some of the most commonly used Neural Network based method that is used &#13;
to classify images. In this research, we utilize pre-processing and cropping technique to maximize the &#13;
quality of dataset. Several deep learning networks are going to be compared in classifying vehicle make and model in the Stanford dataset. The dataset contains 196 different labels. Several evaluation metrics are used to compare the performance of the methods. From the experiment, the InceptionV3 method achieved the best performance of the AUROC ratio for training the dataset under 50 epochs. Other methods that achieve a high AUROC value tends to have a higher computational time. Real-time simulations have shown that the embedded system is capable of classifying a 100 % success rate for six concurrent users.</text>
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                <text>Ari Wibisono, Hanif Arief Wisesa, Satria Bagus Wicaksono, Puteri Khatya Fahira</text>
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                <text>http://dx.doi.org/10.21609/jiki.v16i1.1118</text>
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                <text>Faculty of Computer Science Universitas Indonesia</text>
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                <text>Sri Wahyuni</text>
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                <text>e-ISSN : 2502-9274 printed ISSN : 2088-7051</text>
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                <text>Jurnal Ilmu Komputer dan Informasi (Journal of Computer Science and Information)</text>
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                  <text>VOL. 16 NO. 1 (2023)</text>
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                  <text>Sri Wahyuni</text>
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                <text>Face Spoofing Detection using Inception-v3 on RGB Modal and Depth Modal</text>
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                <text>face spoofing, real, spoof, Inception-v3, depth</text>
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                <text>Face spoofing can provide inaccurate face verification results in the face recognition &#13;
system. Deep learning has been widely used to solve face spoofing problems. In face &#13;
spoofing detection, it is unnecessary to use the entire network layer to represent the &#13;
difference between real and spoof features. This study detects face spoofing by cutting the &#13;
Inception-v3 network and utilizing RGB modal, depth, and fusion approaches. The results &#13;
showed that face spoofing detection has a good performance on the RGB and fusion &#13;
models. Both models have better performance than the depth model because RGB modal&#13;
can represent the difference between real and spoof features, and RGB modal dominate the &#13;
fusion model. The RGB model has accuracy, precision, recall, F1-score, and AUC values &#13;
obtained respectively 98.78%, 99.22%, 99.31.2%, 99.27%, and 0.9997 while the fusion &#13;
model is 98.5%, 99.31%, 98.88%. 99.09%, and 0.9995, respectively. Our proposed method &#13;
with cutting the Inception-v3 network to mixed6 successfully outperforms the previous study with accuracy up to 100% using the MSU MFSD benchmark dataset.</text>
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                <text>Yuni Arti, Aniati Murni Arymurth</text>
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                <text>http://dx.doi.org/10.21609/jiki.v16i1.1100</text>
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            <description>An entity responsible for making the resource available</description>
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                <text>Faculty of Computer Science Universitas Indonesia</text>
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                <text>2023-02-28</text>
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            <name>Contributor</name>
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                <text>Sri Wahyuni</text>
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            <name>Rights</name>
            <description>Information about rights held in and over the resource</description>
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              <elementText elementTextId="95128">
                <text>e-ISSN : 2502-9274 printed ISSN : 2088-7051</text>
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            <description>The file format, physical medium, or dimensions of the resource</description>
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                <text>English</text>
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                <text>Jurnal Ilmu Komputer dan Informasi (Journal of Computer Science and Information)</text>
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        <name>depth</name>
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        <name>face spoofing</name>
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        <name>Inception-V3</name>
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        <name>real</name>
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                  <text>VOL. 16 NO. 1 (2023)</text>
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                  <text>Sri Wahyuni</text>
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      <name>Text</name>
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                <text>Improved Mask R-CNN And Cosine Similarity Using RGBD Segmentation For Occlusion Handling In Multi Object Tracking</text>
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                <text>Occlusion, RGBD, Mask R-CNN, Late fusion, Cosine similarity</text>
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                <text>In this study, additional depth images were used to enrich the information in each image pixel. Segmentation, by its nature capable to process image up to pixel level. So, it can detect up to the &#13;
smallest part of the object, even when it’s overlapped with another object. By using segmentation, the main goal is to be able to maintain the tracking process longer when the object starts to be occluded until it is severely occluded right before it is completely disappeared. Object tracking based on object detection was developed by modifying the Mask R-CNN architecture to process RGBD images. The &#13;
detection results feature extracted using HOG, and each of them got compared to the target objects. &#13;
The comparison was using cosine similarity calculation, and the maximum value of the detected object would update the target object for the next frame. The evaluation of the model was using mAP &#13;
calculation. Mask R-CNN RGBD late fusion had a higher value by 5% than Mask R-CNN RGB. It was &#13;
68,234% and 63,668%, respectively. Meanwhile, the tracking evaluation uses the traditional method of calculating the id switching during the tracking process. Out of 295 frames, the original Mask R-CNN method had ten switching ID times. On the other hand, the proposed method Mask R-CNN RGBD had much better tracking results with switching ids close to 0.</text>
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                <text>Siti Hadiyan Pratiwi, Putri Shaniya, Grafika Jati, Wisnu Jatmiko</text>
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                <text>http://dx.doi.org/10.21609/jiki.v16i1.1073</text>
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                <text>Faculty of Computer Science Universitas Indonesia</text>
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                <text>2023-02-28</text>
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                <text>Sri Wahyuni</text>
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                <text>e-ISSN : 2502-9274 printed ISSN : 2088-7051</text>
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                <text>English</text>
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                <text>Jurnal Ilmu Komputer dan Informasi (Journal of Computer Science and Information)</text>
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        <name>Cosine Similarity</name>
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        <name>Late fusion</name>
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        <name>Mask R-CNN</name>
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        <name>Occlusion</name>
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      <tag tagId="12293">
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                  <text>VOL. 16 NO. 1 (2023)</text>
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                <text>LexID: The Metadata and Semantic Knowledge Graph Construction of Indonesian Legal Document</text>
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                <text>The Legal Fiction principle stipulates that the government needs to ensure the public availability of all of their legal documents. Unfortunately, the text-based search services they provide cannot return satisfactory answers in retrieval scenarios requiring proper representation of relationships between various legal documents. A key problem here is the lack of explicit representation of such relationships behind the employed retrieval&#13;
engines. We aim to address this problem by proposing LexID knowledge graph (KG) that provides an explicit knowledge representation for Indonesian legal domain usable for such retrieval purposes. The KG contains both legal metadata information and semantic content of the legal clauses of the legal document’s articles, modeled using formal vocabulary from the LexID ontology also presented in this paper. The KG is constructed from thousands of Indonesian legal documents. Since the procedure of writing a legal document&#13;
regulated by the government is clear and detailed, we use a rule-based approach to construct our KG. At the end, we describe several use cases of the KG to address different retrieval needs. In Addition, we evaluated the quality of our KG by measuring its ability to answer questions and got that LexID can answer questions with the macro average F1 score is about 0.91.</text>
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                <text>Nur Siti Muninggar, Adila Alfa Krisnadhi</text>
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                <text>http://dx.doi.org/10.21609/jiki.v16i1.1096</text>
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            <description>An entity responsible for making the resource available</description>
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                <text>Faculty of Computer Science Universitas Indonesia</text>
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                <text>Sri Wahyuni</text>
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                <text>e-ISSN : 2502-9274 printed ISSN : 2088-7051</text>
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                <text>Jurnal Ilmu Komputer dan Informasi (Journal of Computer Science and Information)</text>
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                  <text>VOL. 16 NO. 1 (2023)</text>
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                  <text>Sri Wahyuni</text>
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                <text>Poetry Generation for Indonesian Pantun: Comparison Between SeqGAN and GPT-2</text>
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                <text>poetry generation, pantun, text generation, SeqGAN, GPT-2</text>
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                <text>Pantun is a traditional Malay poem consisting of four lines: two lines of deliverance and two lines of&#13;
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richness and its formedness. We introduced the evaluation of pantun with two aspects: structure and rhyme. GPT-2 performs better with a margin of 29.40% than SeqGAN in forming the structure, 35.20% better in making rhyming patterns, and 0.04 difference in giving richer vocabulary to its generated pantun.</text>
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                <text>Emmanuella Anggi Siallagan, Ika Alfina</text>
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                <text>http://dx.doi.org/10.21609/jiki.v16i1.1113</text>
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            <description>An entity responsible for making the resource available</description>
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                <text>Faculty of Computer Science Universitas Indonesia</text>
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                <text>2023-02-28</text>
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            <elementTextContainer>
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                <text>Sri Wahyuni</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="47">
            <name>Rights</name>
            <description>Information about rights held in and over the resource</description>
            <elementTextContainer>
              <elementText elementTextId="95141">
                <text>e-ISSN : 2502-9274 printed ISSN : 2088-7051</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="42">
            <name>Format</name>
            <description>The file format, physical medium, or dimensions of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="95142">
                <text>PDF</text>
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            <name>Language</name>
            <description>A language of the resource</description>
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              <elementText elementTextId="95143">
                <text>English</text>
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          <element elementId="51">
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            <description>The nature or genre of the resource</description>
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              <elementText elementTextId="95144">
                <text>Text</text>
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            <name>Coverage</name>
            <description>The spatial or temporal topic of the resource, the spatial applicability of the resource, or the jurisdiction under which the resource is relevant</description>
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                <text>Jurnal Ilmu Komputer dan Informasi (Journal of Computer Science and Information)</text>
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        <name>GPT-2</name>
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        <name>pantun</name>
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        <name>poetry generation</name>
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      <tag tagId="12305">
        <name>SeqGAN</name>
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      <tag tagId="12304">
        <name>text generation</name>
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    <fileContainer>
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              <elementTextContainer>
                <elementText elementTextId="94098">
                  <text>VOL. 16 NO. 1 (2023)</text>
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            <element elementId="37">
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              <elementTextContainer>
                <elementText elementTextId="105723">
                  <text>Sri Wahyuni</text>
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            </element>
          </elementContainer>
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      </elementSetContainer>
    </collection>
    <itemType itemTypeId="1">
      <name>Text</name>
      <description>A resource consisting primarily of words for reading. Examples include books, letters, dissertations, poems, newspapers, articles, archives of mailing lists. Note that facsimiles or images of texts are still of the genre Text.</description>
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          <element elementId="50">
            <name>Title</name>
            <description>A name given to the resource</description>
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              <elementText elementTextId="95159">
                <text>Weld Defect Detection and Classification based on Deep Learning Method: A Review</text>
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          <element elementId="49">
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            <description>The topic of the resource</description>
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                <text>weld defect, radiographic images, deep learning, convolutional neural network</text>
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          <element elementId="41">
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            <description>An account of the resource</description>
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                <text>The inspection of weld defects utilizing nondestructive testing techniques based on radiography is essential for ensuring the operability and safety of weld joints in metals or other materials. During the process of welding, weld defects such as cracks, cavity or porosity, lack of penetration, slag inclusion,and metallic inclusion may occur. Due to the limitations of manual interpretation and evaluation, recent research has focused on the automation of weld defect detection and classification from radiographic images. The application of deep learning algorithms enables automated inspection. The deep learning architectures for building weld defect classification models were discussed. This paper concludes with a discussion of the achievements of automation methods and a presentation of the research recommendations for the future.</text>
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            <name>Creator</name>
            <description>An entity primarily responsible for making the resource</description>
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                <text>Tito Wahyu Purnomo, Finkan Danitasari, Djati Handoko</text>
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                <text> http://dx.doi.org/10.21609/jiki.v16i1.1147</text>
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                <text>Faculty of Computer Science Universitas Indonesia</text>
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                <text>Sri Wahyuni</text>
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          <element elementId="47">
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            <description>Information about rights held in and over the resource</description>
            <elementTextContainer>
              <elementText elementTextId="95167">
                <text>e-ISSN : 2502-9274 printed ISSN : 2088-7051</text>
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                <text>Jurnal Ilmu Komputer dan Informasi (Journal of Computer Science and Information)</text>
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