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Autism spectrum disorder (ASD) is a developmental condition that presents significant challenges in social interaction, communication, and behavior. Early intervention plays a pivotal role in enhancing cognitive abilities and reducing…

Computer Vision and Pattern Recognition · Computer Science 2023-06-27 Subash Gautam , Prabin Sharma , Kisan Thapa , Mala Deep Upadhaya , Dikshya Thapa , Salik Ram Khanal , Vítor Manuel de Jesus Filipe

AI tools in pathology have improved screening throughput, standardized quantification, and revealed prognostic patterns that inform treatment. However, adoption remains limited because most systems still lack the human-readable reasoning…

Artificial Intelligence · Computer Science 2025-11-18 Yunqi Hong , Johnson Kao , Liam Edwards , Nein-Tzu Liu , Chung-Yen Huang , Alex Oliveira-Kowaleski , Cho-Jui Hsieh , Neil Y. C. Lin

Acuity assessments are vital in critical care settings to provide timely interventions and fair resource allocation. Traditional acuity scores rely on manual assessments and documentation of physiological states, which can be…

The increasing prevalence of retinal diseases poses a significant challenge to the healthcare system, as the demand for ophthalmologists surpasses the available workforce. This imbalance creates a bottleneck in diagnosis and treatment,…

Image and Video Processing · Electrical Eng. & Systems 2024-08-15 Jia-Hong Huang

The global rise in type 2 diabetes underscores the need for scalable and cost-effective screening methods. Current diagnosis requires biochemical assays, which are invasive and costly. Advances in consumer wearables have enabled early…

Compared to current AI or robotic systems, humans navigate their environment with ease, making tasks such as data collection trivial. However, humans find it harder to model complex relationships hidden in the data. AI systems, especially…

Artificial Intelligence · Computer Science 2022-06-17 Ryan Nguyen , Rahul Rai

Deep learning methods, in particular convolutional neural networks, have emerged as a powerful tool in medical image computing tasks. While these complex models provide excellent performance, their black-box nature may hinder real-world…

Image and Video Processing · Electrical Eng. & Systems 2022-10-18 Yuzhe Lu , Adam Perer

This paper presents the concept of AI-supported Mini-Labs, combining smartphone-based experiments with multimodal large language models (MLLMs). Smartphones, with their integrated sensors and computational power, function as versatile…

Physics Education · Physics 2025-08-25 Jochen Kuhn , David J. Rakestraw , Stefan Küchemann , Patrik Vogt

The quality of diabetic retinopathy (DR) screening relies on the ability to correctly grade severity; however, many deep-learning (DL) classifiers cannot be easily interpreted in the clinical context. This study presents a methodology that…

Computer Vision and Pattern Recognition · Computer Science 2026-04-28 Pir Bakhsh Khokhar , Carmine Gravino , Fabio Palomba , Sule Yildirim Yayilgan , Sarang Shaikh

In recent years, AI systems in the medical domain have advanced significantly. However, despite outperforming humans, they are rarely used in practice since it is often not clear how they make their decisions. Optimal explanation and…

Human-Computer Interaction · Computer Science 2026-05-06 Julia Wagner , Tim Schlippe

YOLOv8 plays a crucial role in the realm of autonomous driving, owing to its high-speed target detection, precise identification and positioning, and versatile compatibility across multiple platforms. By processing video streams or images…

Computer Vision and Pattern Recognition · Computer Science 2024-07-16 Zhipeng Ling , Qi Xin , Yiyu Lin , Guangze Su , Zuwei Shui

Reliable diagnosis of brain tumors remains challenging due to low clinical incidence rates of such cases. However, this low rate is neglected in most of proposed methods. We propose a clinically inspired framework for anomaly-resilient…

Image and Video Processing · Electrical Eng. & Systems 2025-07-02 Seyed Mohammad Hossein Hashemi , Leila Safari , Mohsen Hooshmand , Amirhossein Dadashzadeh Taromi

Over the last decades, the incidence of skin cancer, melanoma and non-melanoma, has increased at a continuous rate. In particular for melanoma, the deadliest type of skin cancer, early detection is important to increase patient prognosis.…

Image and Video Processing · Electrical Eng. & Systems 2021-04-30 Breno Krohling , Pedro B. C. Castro , Andre G. C. Pacheco , Renato A. Krohling

This paper explores the significant impact of AI-based medical devices, including wearables, telemedicine, large language models, and digital twins, on clinical decision support systems. It emphasizes the importance of producing outcomes…

Artificial Intelligence · Computer Science 2024-04-11 Elham Nasarian , Roohallah Alizadehsani , U. Rajendra Acharya , Kwok-Leung Tsui

Efficient detection and classification of blood cells are vital for accurate diagnosis and effective treatment of blood disorders. This study utilizes a YOLOv10 model trained on Roboflow data with images resized to 640x640 pixels across…

Image and Video Processing · Electrical Eng. & Systems 2025-08-19 Shilpa Choudhary , Sandeep Kumar , Pammi Sri Siddhaarth , Guntu Charitasri

The transformative power of Convolutional Neural Networks (CNNs) in radiology diagnostics is examined in this study, with a focus on interpretability, effectiveness, and ethical issues. With an altered DenseNet architecture, the CNN…

Image and Video Processing · Electrical Eng. & Systems 2024-01-17 Keshav Kumar K. , Dr N V S L Narasimham

The increasing prevalence of retinal diseases poses a significant challenge to the healthcare system, as the demand for ophthalmologists surpasses the available workforce. This imbalance creates a bottleneck in diagnosis and treatment,…

Image and Video Processing · Electrical Eng. & Systems 2025-09-17 Jia-Hong Huang

AI-based dermatology adoption remains limited by biased datasets, variable image quality, and limited validation. We introduce DermAI, a lightweight, smartphone-based application that enables real-time capture, annotation, and…

Purpose: The credibility of Artificial Intelligence (AI) models for medical imaging continues to be a challenge, affected by the diversity of models, the data used to train the models, and applicability of their combination to produce…

Image and Video Processing · Electrical Eng. & Systems 2026-02-18 Fakrul Islam Tushar , Lavsen Dahal , Saman Sotoudeh-Paima , Ehsan Abadi , W. Paul Segars , Ehsan Samei , Joseph Y. Lo

The microscopic examination of surgical tissue remains a cornerstone of disease classification but relies on subjective interpretations and access to highly specialized experts, which can compromise accuracy and clinical care. While…