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RootNode
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Co-operative College, Mandalay
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Cooperative College, Phaunggyi
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Co-operative University, Sagaing
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Co-operative University, Thanlyin
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Dagon University
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Kyaukse University
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Laquarware Technological college
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Mandalay Technological University
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Mandalay University of Distance Education
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Mandalay University of Foreign Languages
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Maubin University
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Mawlamyine University
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Meiktila University
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Mohnyin University
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Myanmar Institute of Information Technology
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Myanmar Maritime University
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National Management Degree College
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Naypyitaw State Academy
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Pathein University
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Sagaing University
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Sagaing University of Education
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Taunggyi University
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Technological University, Hmawbi
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Technological University (Kyaukse)
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Technological University Mandalay
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University of Computer Studies, Mandalay
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University of Computer Studies Maubin
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University of Computer Studies, Meikhtila
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University of Computer Studies Pathein
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University of Computer Studies, Taungoo
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University of Computer Studies, Yangon
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University of Dental Medicine Mandalay
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University of Dental Medicine, Yangon
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University of Information Technology
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University of Mandalay
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University of Medicine 1
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University of Medicine 2
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University of Medicine Mandalay
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University of Myitkyina
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University of Public Health, Yangon
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University of Veterinary Science
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University of Yangon
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West Yangon University
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Yadanabon University
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Yangon Technological University
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Yangon University of Distance Education
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Yangon University of Economics
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Yangon University of Education
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Yangon University of Foreign Languages
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Yezin Agricultural University
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New Index
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Item
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Because Myanmar language istonal, the sounds are very similar for preciseclassification based on audio features, while thevisual representations differ. Therefore, it isimportant to consider the visual representations ofaudio in classifying the Myanmar language. In thisstudy, we treated Myanmar speeches with aconvolutional neural network model (Inception-v3) tofit spectrogram images, performing transfer learningfrom pre-trained weights on ImageNet. Validationaccuracies of 60.70%, 73.20%, and 94.60% wereachieved for the consonant, vowel, and word-levelclassifications, respectively. In order to determine theretrained model performance, both closed and opentesting were conducted. Although our experiment wasdistinct from other traditional audio classificationmethods, promising results were obtained for the firstexploration of Myanmar speech classification usingtransfer learning for image classification. In fact,these experimental results were attained usingGoogle’s Inception-v3 model, constructed withdifferent image domains. Therefore, the research andresults demonstrate that it is possible to performMyanmar speech classification."}]}, "item_1583103108160": {"attribute_name": "Keywords", "attribute_value": []}, "item_1583103120197": {"attribute_name": "Files", "attribute_type": "file", "attribute_value_mlt": [{"accessrole": "open_access", "date": [{"dateType": "Available", "dateValue": "2019-07-22"}], "displaytype": "preview", "download_preview_message": "", "file_order": 0, "filename": "ICCA 2019 Proceedings Book-pages-143-151.pdf", "filesize": [{"value": "1277 Kb"}], "format": "application/pdf", "future_date_message": "", "is_thumbnail": false, "licensetype": "license_free", "mimetype": "application/pdf", "size": 1277000.0, "url": {"url": "https://meral.edu.mm/record/3443/files/ICCA 2019 Proceedings Book-pages-143-151.pdf"}, "version_id": "8bc176a0-229f-4090-933d-b5ccfaf8ef9c"}]}, "item_1583103131163": {"attribute_name": "Journal articles", "attribute_value_mlt": [{"subitem_issue": "", "subitem_journal_title": "Seventeenth International Conference on Computer Applications(ICCA 2019)", "subitem_pages": "", "subitem_volume": ""}]}, "item_1583103147082": {"attribute_name": "Conference papers", "attribute_value_mlt": [{"subitem_acronym": "", "subitem_c_date": "", "subitem_conference_title": "", "subitem_part": "", "subitem_place": "", "subitem_session": "", "subitem_website": ""}]}, "item_1583103211336": {"attribute_name": "Books/reports/chapters", "attribute_value_mlt": [{"subitem_book_title": "", "subitem_isbn": "", "subitem_pages": "", "subitem_place": "", "subitem_publisher": ""}]}, "item_1583103233624": {"attribute_name": "Thesis/dissertations", "attribute_value_mlt": [{"subitem_awarding_university": "", "subitem_supervisor(s)": [{"subitem_supervisor": ""}]}]}, "item_1583105942107": {"attribute_name": "Authors", "attribute_value_mlt": [{"subitem_authors": [{"subitem_authors_fullname": "Khin, Ou Ou"}, {"subitem_authors_fullname": "Thu, Ye Kyaw"}, {"subitem_authors_fullname": "Sakata, Tadashi"}, {"subitem_authors_fullname": "SAGISAKA, Yoshinori"}, {"subitem_authors_fullname": "Ueda, Yuichi"}]}]}, "item_1583108359239": {"attribute_name": "Upload type", "attribute_value_mlt": [{"interim": "Publication"}]}, "item_1583108428133": {"attribute_name": "Publication type", "attribute_value_mlt": [{"interim": "Article"}]}, "item_1583159729339": {"attribute_name": "Publication date", "attribute_value": "2019-02-27"}, "item_1583159847033": {"attribute_name": "Identifier", "attribute_value": "http://onlineresource.ucsy.edu.mm/handle/123456789/1192"}, "item_title": "Myanmar Speech Classification Using Transfer Learning for Image Classification", "item_type_id": "21", "owner": "1", "path": ["1597824273898"], "permalink_uri": "http://hdl.handle.net/20.500.12678/0000003443", "pubdate": {"attribute_name": "Deposited date", "attribute_value": "2019-07-22"}, "publish_date": "2019-07-22", "publish_status": "0", "recid": "3443", "relation": {}, "relation_version_is_last": true, "title": ["Myanmar Speech Classification Using Transfer Learning for Image Classification"], "weko_shared_id": -1}
Myanmar Speech Classification Using Transfer Learning for Image Classification
http://hdl.handle.net/20.500.12678/0000003443
http://hdl.handle.net/20.500.12678/00000034436575ef03-0341-4d12-ba30-6bfd904813d1
3419ad9e-ff38-464c-8a9d-347940ac5a6c
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ICCA 2019 Proceedings Book-pages-143-151.pdf (1277 Kb)
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