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Related papers: Image Pre-processing on NumtaDB for Bengali Handwr…

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Bengali is the seventh most spoken language on earth, yet considered a low-resource language in the field of natural language processing (NLP). Question answering over unstructured text is a challenging NLP task as it requires understanding…

Reading scene text, that is, text appearing in images, has numerous application areas, including assistive technology, search, and e-commerce. Although scene text recognition in English has advanced significantly and is often considered…

Computer Vision and Pattern Recognition · Computer Science 2026-04-13 Anik De , Abhirama Subramanyam Penamakuri , Rajeev Yadav , Aditya Rathore , Harshiv Shah , Devesh Sharma , Sagar Agarwal , Pravin Kumar , Anand Mishra

In spite of the advances in pattern recognition technology, Handwritten Bangla Character Recognition (HBCR) (such as alpha-numeric and special characters) remains largely unsolved due to the presence of many perplexing characters and…

Computer Vision and Pattern Recognition · Computer Science 2017-05-09 Md Zahangir Alom , Paheding Sidike , Tarek M. Taha , Vijayan K. Asari

This paper presents a novel approach to generate synthetic dataset for handwritten word recognition systems. It is difficult to recognize handwritten scripts for which sufficient training data is not readily available or it may be expensive…

Computer Vision and Pattern Recognition · Computer Science 2018-04-18 Partha Pratim Roy , Akash Mohta , Bidyut B. Chaudhuri

Despite the growing progress in Natural Language Inference (NLI) research, resources for the Bengali language remain extremely limited. Existing Bengali NLI datasets exhibit several inconsistencies, including annotation errors, ambiguous…

Computation and Language · Computer Science 2025-11-13 Farah Binta Haque , Md Yasin , Shishir Saha , Md Shoaib Akhter Rafi , Farig Sadeque

Coreference Resolution is a well studied problem in NLP. While widely studied for English and other resource-rich languages, research on coreference resolution in Bengali largely remains unexplored due to the absence of relevant datasets.…

Computation and Language · Computer Science 2023-07-06 Shadman Rohan , Mojammel Hossain , Mohammad Mamun Or Rashid , Nabeel Mohammed

Recent advances in Deep Learning and Computer Vision have been successfully leveraged to serve marginalized communities in various contexts. One such area is Sign Language - a primary means of communication for the deaf community. However,…

Computer Vision and Pattern Recognition · Computer Science 2024-01-23 Haz Sameen Shahgir , Khondker Salman Sayeed , Md Toki Tahmid , Tanjeem Azwad Zaman , Md. Zarif Ul Alam

Despite its widespread use, Bengali lacks a robust automated International Phonetic Alphabet (IPA) transcription system that effectively supports both standard language and regional dialectal texts. Existing approaches struggle to handle…

Computation and Language · Computer Science 2026-02-05 Jakir Hasan , Shrestha Datta , Md Saiful Islam , Shubhashis Roy Dipta , Ameya Debnath

In this work, we introduce BanglaBERT, a BERT-based Natural Language Understanding (NLU) model pretrained in Bangla, a widely spoken yet low-resource language in the NLP literature. To pretrain BanglaBERT, we collect 27.5 GB of Bangla…

Computation and Language · Computer Science 2022-05-11 Abhik Bhattacharjee , Tahmid Hasan , Wasi Uddin Ahmad , Kazi Samin , Md Saiful Islam , Anindya Iqbal , M. Sohel Rahman , Rifat Shahriyar

Searching a multi-biometric database of a billion records for a country-level identity system requires pushing the limits of all aspects of a biometric system, including acquisition, preprocessing, feature extraction, accuracy, matching…

Computer Vision and Pattern Recognition · Computer Science 2026-05-11 Arka Koner , Chetan S. Naik , Lokesh Kurre , Vivek Raghavan , Barada P. Sabut , Tanusree Deb Barma , Anoop M. Namboodiri , Anil K. Jain

The development of robust transliteration techniques to enhance the effectiveness of transforming Romanized scripts into native scripts is crucial for Natural Language Processing tasks, including sentiment analysis, speech recognition,…

Computation and Language · Computer Science 2025-12-01 Kanchon Gharami , Quazi Sarwar Muhtaseem , Deepti Gupta , Lavanya Elluri , Shafika Showkat Moni

Visual segmentation has seen tremendous advancement recently with ready solutions for a wide variety of scene types, including human hands and other body parts. However, focus on segmentation of human hands while performing complex tasks,…

Computer Vision and Pattern Recognition · Computer Science 2019-02-21 Roy Shilkrot , Zhi Chai , Minh Hoai

Good old on-line back-propagation for plain multi-layer perceptrons yields a very low 0.35% error rate on the famous MNIST handwritten digits benchmark. All we need to achieve this best result so far are many hidden layers, many neurons per…

Neural and Evolutionary Computing · Computer Science 2012-03-06 Dan Claudiu Ciresan , Ueli Meier , Luca Maria Gambardella , Juergen Schmidhuber

Segmentation of handwritten document images into text lines and words is one of the most significant and challenging tasks in the development of a complete Optical Character Recognition (OCR) system. This paper addresses the automatic…

Computer Vision and Pattern Recognition · Computer Science 2020-09-18 Pawan Kumar Singh , Shubham Sinha , Sagnik Pal Chowdhury , Ram Sarkar , Mita Nasipuri

Numerous machine learning (ML) and deep learning (DL)-based approaches have been proposed to utilize textual data from social media for anti-social behavior analysis like cyberbullying, fake news detection, and identification of hate speech…

Computation and Language · Computer Science 2022-12-22 Md. Rezaul Karim , Sumon Kanti Dey , Tanhim Islam , Md. Shajalal , Bharathi Raja Chakravarthi

Script identification and text recognition are some of the major domains in the application of Artificial Intelligence. In this era of digitalization, the use of digital note-taking has become a common practice. Still, conventional methods…

Artificial Intelligence · Computer Science 2023-08-14 Sidhantha Poddar , Rohan Gupta

Hidden Markov model based various phoneme recognition methods for Bengali language is reviewed. Automatic phoneme recognition for Bengali language using multilayer neural network is reviewed. Usefulness of multilayer neural network over…

Sound · Computer Science 2018-04-30 Sadia Tasnim Swarna , Shamim Ehsan , Md. Saiful Islam , Marium E Jannat

Handwritten character recognition is a crucial task because of its abundant applications. The recognition task of Bangla handwritten characters is especially challenging because of the cursive nature of Bangla characters and the presence of…

Computer Vision and Pattern Recognition · Computer Science 2024-02-06 Chandrika Saha , Md Mostafijur Rahman

MindBigData 2023 MNIST-8B is the largest, to date (June 1st 2023), brain signals open dataset created for Machine Learning, based on EEG signals from a single subject captured using a custom 128 channels device, replicating the full 70,000…

Machine Learning · Computer Science 2023-06-02 David Vivancos

Bengali is one of the most spoken languages in the world with over 300 million speakers globally. Despite its popularity, research into the development of Bengali speech recognition systems is hindered due to the lack of diverse open-source…