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Using Automatic Speech Recognition to Assess Thai Speech Language Fluency in the Montreal Cognitive Assessment (MoCA)
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In: Sensors; Volume 22; Issue 4; Pages: 1583 (2022)
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Burapha-TH: A Multi-Purpose Character, Digit, and Syllable Handwriting Dataset
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In: Applied Sciences; Volume 12; Issue 8; Pages: 4083 (2022)
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Abstract:
In handwriting recognition research, a public image dataset is necessary to evaluate algorithm correctness and runtime performance. Unfortunately, in existing Thai language script image datasets, there is a lack of variety of standard handwriting types. This paper focuses on a new offline Thai handwriting image dataset named Burapha-TH. The dataset has 68 character classes, 10 digit classes, and 320 syllable classes. For constructing the dataset, 1072 Thai native speakers wrote on collection datasheets that were then digitized using a 300 dpi scanner. De-skewing, detection box and segmentation algorithms were applied to the raw scans for image extraction. The experiment used different deep convolutional models with the proposed dataset. The result shows that the VGG-13 model (with batch normalization) achieved accuracy rates of 95.00%, 98.29%, and 96.16% on character, digit, and syllable classes, respectively. The Burapha-TH dataset, unlike all other known Thai handwriting datasets, retains existing noise, the white background, and all artifacts generated by scanning. This comprehensive, raw, and more realistic dataset will be helpful for a variety of research purposes in the future.
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Keyword:
handwriting character recognition; handwriting image dataset; Thai characters; Thai digits; Thai language; Thai syllables
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URL: https://doi.org/10.3390/app12084083
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9 |
Teachers' Perceptions of Cultural Contents in English Language Textbooks Used in Multicultural Classrooms at a Thai Primary School
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In: ASEAS - Austrian Journal of South-East Asian Studies ; 14 ; 2 ; 227-241 ; Multicultural Lingual and Multicultural Education (2022)
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Stakeholders' Insights Into Migrant Students’ Experiences in a Thai Public School: A Linguistic Ecological Perspective
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In: ASEAS - Austrian Journal of South-East Asian Studies ; 14 ; 2 ; 243-266 ; Multicultural Lingual and Multicultural Education (2022)
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11 |
The Diachrony of hǎa…mây as a Bipartite Negative Construction in Thai
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In: Journal of the Southeast Asian Linguistics Society, Vol 15, Iss 1, Pp 17-39 (2022) (2022)
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12 |
Thai Sentence-Final Imperative Discourse Particles
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In: Journal of the Southeast Asian Linguistics Society, Vol 15, Iss 1, Pp 40-50 (2022) (2022)
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13 |
Knowledge of and Attitudes Toward Bystander CPR Among Thais in Auckland
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14 |
Voice Onset Time in English Voiceless Initial Stops in Long Read and Spontaneous Monologue Speech of Thai Students with English as a Second Language ...
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Voice Onset Time in English Voiceless Initial Stops in Long Read and Spontaneous Monologue Speech of Thai Students with English as a Second Language ...
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English code-mixing and code-switching in the Thai reality television show "The Face Thailand Season 3" ...
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Use of Dictionaries and Online Tools for Reading by Thai EFL Learners in a Naturalistic Setting
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In: Lexikos; Vol. 31 (2021); 239-258 ; 2224-0039 (2021)
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18 |
WALS Online Resources for Thai Sign Language
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: Max Planck Institute for Evolutionary Anthropology, 2021
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WALS Online Resources for Thai
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: Max Planck Institute for Evolutionary Anthropology, 2021
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Glottolog 4.4 Resources for Phu Thai
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: Max Planck Institute for Evolutionary Anthropology, 2021
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