activity
20222024
most citedUsing AI to Measure Parkinson's Disease Severity at Home

92 citations · 101 across the 8 of their papers we have counts for

collaborators

8 papers

cs.CV2024

Accessible, At-Home Detection of Parkinson's Disease via Multi-task Video Analysis

Md Saiful Islam, Tariq Adnan, Jan Freyberg +8

Limited accessibility to neurological care leads to underdiagnosed Parkinson's Disease (PD), preventing early intervention. Existing AI-based PD detection methods primarily focus o…

cs.SD2024★ 1 cited

A Novel Fusion Architecture for PD Detection Using Semi-Supervised Speech Embeddings

Tariq Adnan, Abdelrahman Abdelkader, Zipei Liu +4

We present a framework to recognize Parkinson's disease (PD) through an English pangram utterance speech collected using a web application from diverse recording settings and envir…

cs.CV2023

PULSAR: Graph based Positive Unlabeled Learning with Multi Stream Adaptive Convolutions for Parkinson's Disease Recognition

Md. Zarif Ul Alam, Md Saiful Islam, Ehsan Hoque +1

Parkinson's disease (PD) is a neuro-degenerative disorder that affects movement, speech, and coordination. Timely diagnosis and treatment can improve the quality of life for PD pat…

cs.HC2023

PARK: Parkinson's Analysis with Remote Kinetic-tasks

Md Saiful Islam, Sangwu Lee, Abdelrahman Abdelkader +2

We present a web-based framework to screen for Parkinson's disease (PD) by allowing users to perform neurological tests in their homes. Our web framework guides the users to comple…

eess.IV2023★ 1 cited

Unmasking Parkinson's Disease with Smile: An AI-enabled Screening Framework

Tariq Adnan, Md Saiful Islam, Wasifur Rahman +6

We present an efficient and accessible PD screening method by leveraging AI-driven models enabled by the largest video dataset of facial expressions from 1,059 unique participants.…

cs.CL2023★ 7 cited

TextMI: Textualize Multimodal Information for Integrating Non-verbal Cues in Pre-trained Language Models

Md Kamrul Hasan, Md Saiful Islam, Sangwu Lee +4

Pre-trained large language models have recently achieved ground-breaking performance in a wide variety of language understanding tasks. However, the same model can not be applied t…

cs.LG2023★ 92 cited

Using AI to Measure Parkinson's Disease Severity at Home

Md Saiful Islam, Wasifur Rahman, Abdelrahman Abdelkader +6

We present an artificial intelligence system to remotely assess the motor performance of individuals with Parkinson's disease (PD). Participants performed a motor task (i.e., tappi…

cs.CV2022

Auto-Gait: Automatic Ataxia Risk Assessment with Computer Vision on Gait Task Videos

Wasifur Rahman, Masum Hasan, Md Saiful Islam +6

In this paper, we investigated whether we can 1) detect participants with ataxia-specific gait characteristics (risk-prediction), and 2) assess severity of ataxia from gait (severi…