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Md Saiful Islam

7 accepted papers

2025

Accessible, At-Home Detection of Parkinson’s Disease via Multi-Task Video Analysis

AAAI 2025technical

Limited accessibility to neurological care leads to under-diagnosed Parkinson's Disease (PD), preventing early intervention. Existing AI-based PD detection methods primarily focus on unimodal analysis of motor or speech tasks, overlooking the multifaceted nature of the disease. To address this, we i…

2025

BnTTS: Few-Shot Speaker Adaptation in Low-Resource Setting

NAACL 2025findings

This paper introduces BnTTS (Bangla Text-To-Speech), the first framework for Bangla speaker adaptation-based TTS, designed to bridge the gap in Bangla speech synthesis using minimal training data. Building upon the XTTS architecture, our approach integrates Bangla into a multilingual TTS pipeline, w…

Cited by 0SourcePDFScholar
2025

Know Your Heart Better: Multimodal Cardiac Output Monitoring using Earbuds

ICASSP 2025accepted

Cardiac Output (CO) is a critical indicator of health, offering insights into cardiac dysfunction, acute stress responses, and cognitive decline. Traditional CO monitoring methods, like impedance cardiography, are invasive and impractical for daily use, leading to a gap in continuous, non-invasive m…

Cited by 0SourceScholar
2025

Optimizing Biomarkers from Earbud Ballistocardiogram: Calibration and Calibration-Free Algorithms for Accelerometer Axis Selection and Fusion

ICASSP 2025accepted

The earbud-based ballistocardiogram (BCG) assessment holds significant promise for monitoring diverse physiological signals, including stress, cardiac activity, and blood pressure. However, unlike traditional methods that measure the force component along the head-to-foot axis for enhanced BCG signa…

Cited by 0SourceScholar
2022

BanglaBERT: Language Model Pretraining and Benchmarks for Low-Resource Language Understanding Evaluation in Bangla

NAACL 2022findings

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 pretraining data (dubbed ‘Bangla2B+’) by crawling 110 popular Ban…

2021

Hitting your MARQ: Multimodal ARgument Quality Assessment in Long Debate Video

EMNLP 2021main

The combination of gestures, intonations, and textual content plays a key role in argument delivery. However, the current literature mostly considers textual content while assessing the quality of an argument, and it is limited to datasets containing short sequences (18-48 words). In this paper, we…

Cited by 5SourcePDFScholar
2021

SentNoB: A Dataset for Analysing Sentiment on Noisy Bangla Texts

EMNLP 2021finding

In this paper, we propose an annotated sentiment analysis dataset made of informally written Bangla texts. This dataset comprises public comments on news and videos collected from social media covering 13 different domains, including politics, education, and agriculture. These comments are labeled w…