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Universal Segmentations 1.0 (UniSegments 1.0)
Žabokrtský, Zdeněk; Bafna, Nyati; Bodnár, Jan. - : Charles University, Faculty of Mathematics and Physics, Institute of Formal and Applied Linguistics (UFAL), 2022
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2
LINGUIST List Resources for Bengali
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3
BenSignNet: Bengali Sign Language Alphabet Recognition Using Concatenated Segmentation and Convolutional Neural Network
In: Applied Sciences; Volume 12; Issue 8; Pages: 3933 (2022)
Abstract: Sign language recognition is one of the most challenging applications in machine learning and human-computer interaction. Many researchers have developed classification models for different sign languages such as English, Arabic, Japanese, and Bengali; however, no significant research has been done on the general-shape performance for different datasets. Most research work has achieved satisfactory performance with a small dataset. These models may fail to replicate the same performance for evaluating different and larger datasets. In this context, this paper proposes a novel method for recognizing Bengali sign language (BSL) alphabets to overcome the issue of generalization. The proposed method has been evaluated with three benchmark datasets such as ‘38 BdSL’, ‘KU-BdSL’, and ‘Ishara-Lipi’. Here, three steps are followed to achieve the goal: segmentation, augmentation, and Convolutional neural network (CNN) based classification. Firstly, a concatenated segmentation approach with YCbCr, HSV and watershed algorithm was designed to accurately identify gesture signs. Secondly, seven image augmentation techniques are selected to increase the training data size without changing the semantic meaning. Finally, the CNN-based model called BenSignNet was applied to extract the features and classify purposes. The performance accuracy of the model achieved 94.00%, 99.60%, and 99.60% for the BdSL Alphabet, KU-BdSL, and Ishara-Lipi datasets, respectively. Experimental findings confirmed that our proposed method achieved a higher recognition rate than the conventional ones and accomplished a generalization property in all datasets for the BSL domain.
Keyword: 38-BdSL; Bengali sign language (BSL); concatenated segmentation; Convolutional neural network (CNN); Hue saturation value (HSV); Ishara-Lipi; KU-BdSL; Luminance blue red (YCbCr)
URL: https://doi.org/10.3390/app12083933
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4
Pragmatic particles : findings from Asian languages
Kiaer, Jieun. - London : Bloomsbury Academic, 2021
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UB Frankfurt Linguistik
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5
From Sheikh Mujib to the Architect of the Nation: A Study of Father of the Nation by Mohammad Nurul Huda ...
Alamgir, Mohammad. - : Zenodo, 2021
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6
From Sheikh Mujib to the Architect of the Nation: A Study of Father of the Nation by Mohammad Nurul Huda ...
Alamgir, Mohammad. - : Zenodo, 2021
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7
WALS Online Resources for Bengali
: Max Planck Institute for Evolutionary Anthropology, 2021
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8
Glottolog 4.4 Resources for Bengali
: Max Planck Institute for Evolutionary Anthropology, 2021
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9
Claim Detection and Matching for Indian Languages ...
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10
Claim Detection and Matching for Indian Languages ...
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11
Aspects of Epenthesis across Bengali Dialects ...
Shubha, Naywaz Sharif. - : Zenodo, 2021
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12
Aspects of Epenthesis across Bengali Dialects ...
Shubha, Naywaz Sharif. - : Zenodo, 2021
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13
Phonetic_Transfer ...
Dutta, Indranil. - : Open Science Framework, 2021
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14
Phonetic_Transfer ...
Dutta, Indranil. - : Open Science Framework, 2021
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15
BengaliNet: A Low-Cost Novel Convolutional Neural Network for Bengali Handwritten Characters Recognition
In: Applied Sciences ; Volume 11 ; Issue 15 (2021)
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16
Using Machine Learning to Detect Events on the Basis of Bengali and Banglish Facebook Posts
In: Electronics ; Volume 10 ; Issue 19 (2021)
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17
Bangla Bengali sentiment lexicon dictionary with positive and negative words ...
Sazzed, Salim. - : Mendeley, 2021
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18
Bangla Bengali sentiment lexicon dictionary with positive and negative words ...
Sazzed, Salim. - : Mendeley, 2021
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19
Bangla Bengali sentiment lexicon dictionary with positive and negative words ...
Sazzed, Salim. - : Mendeley, 2021
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20
Semantic context effects in monolingual and bilingual speakers
In: Journal of Neurolinguistics ; 57 (2021). - 100942. - Elsevier. - ISSN 0911-6044. - eISSN 1873-8052 (2021)
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