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OpenAI released version GPT-4 on March 14, 2023, following the success of ChatGPT, which was announced in November 2022. In addition to the existing GPT-3 features, GPT-4 can interpret images. To achieve this, the processing power and model…

Computer Vision and Pattern Recognition · Computer Science 2025-02-04 Omer Aydin , Enis Karaarslan

Effective pneumonia diagnosis is often challenged by the difficulty of deploying large, computationally expensive deep learning models in resource-limited settings. This study introduces LightPneumoNet, an efficient, lightweight…

Computer Vision and Pattern Recognition · Computer Science 2025-10-14 Neilansh Chauhan , Piyush Kumar Gupta , Faraz Doja

Introduction: With the rapid advances in large language models (LLMs), there have been numerous new open source as well as commercial models. While recent publications have explored GPT-4 in its application to extracting information of…

The large language model called ChatGPT has drawn extensively attention because of its human-like expression and reasoning abilities. In this study, we investigate the feasibility of using ChatGPT in experiments on using ChatGPT to…

Computation and Language · Computer Science 2024-10-22 Qing Lyu , Josh Tan , Michael E. Zapadka , Janardhana Ponnatapura , Chuang Niu , Kyle J. Myers , Ge Wang , Christopher T. Whitlow

With the advancement in AI, deep learning techniques are widely used to design robust classification models in several areas such as medical diagnosis tasks in which it achieves good performance. In this paper, we have proposed the CNN…

Image and Video Processing · Electrical Eng. & Systems 2022-04-08 Narayana Darapaneni , Ashish Ranjan , Dany Bright , Devendra Trivedi , Ketul Kumar , Vivek Kumar , Anwesh Reddy Paduri

This study highlights the potential of ChatGPT (specifically GPT-4o) as a competitive alternative for Face Presentation Attack Detection (PAD), outperforming several PAD models, including commercial solutions, in specific scenarios. Our…

Computer Vision and Pattern Recognition · Computer Science 2025-01-16 Alain Komaty , Hatef Otroshi Shahreza , Anjith George , Sebastien Marcel

Background: Pneumonia remains a leading cause of morbidity and mortality among children worldwide, emphasizing the need for accurate and efficient diagnostic support tools. Deep learning has shown strong potential in medical image analysis,…

Computer Vision and Pattern Recognition · Computer Science 2026-01-16 Adil O. Khadidos , Aziida Nanyonga , Alaa O. Khadidos , Olfat M. Mirza , Mustafa Tahsin Yilmaz

Pneumonia is the leading infectious cause of infant death in the world. When identified early, it is possible to alter the prognosis of the patient, one could use imaging exams to help in the diagnostic confirmation. Performing and…

Image and Video Processing · Electrical Eng. & Systems 2023-09-22 Eduardo Augusto Roeder

Pneumonia is a leading cause of mortality in children under five, requiring accurate chest X-ray diagnosis. This study presents a machine learning-based Pediatric Chest Pneumonia Classification System to assist healthcare professionals in…

Image and Video Processing · Electrical Eng. & Systems 2025-07-23 Abdul Manaf , Nimra Mughal

Chest X-ray imaging is commonly used to diagnose pneumonia, but accurately localizing the pneumonia-affected regions typically requires detailed pixel-level annotations, which are costly and time consuming to obtain. To address this…

Computer Vision and Pattern Recognition · Computer Science 2026-01-15 Kiran Shahi , Anup Bagale

The remarkable generative capabilities of multimodal foundation models are currently being explored for a variety of applications. Generating radiological impressions is a challenging task that could significantly reduce the workload of…

Radiology, radiation oncology, and medical physics require decision-making that integrates medical images, textual reports, and quantitative data under high-stakes conditions. With the introduction of GPT-5, it is critical to assess whether…

Image and Video Processing · Electrical Eng. & Systems 2025-08-20 Mingzhe Hu , Zach Eidex , Shansong Wang , Mojtaba Safari , Qiang Li , Xiaofeng Yang

Pediatric pneumonia remains a leading cause of morbidity and mortality in children worldwide. Timely and accurate diagnosis is critical but often challenged by limited radiological expertise and the physiological and procedural complexity…

Image and Video Processing · Electrical Eng. & Systems 2026-01-05 Fatemeh Hosseinabadi , Mohammad Mojtaba Rohani

Pneumonia has been one of the major causes of morbidities and mortality in the world and the prevalence of this disease is disproportionately high among the pediatric and elderly populations especially in resources trained areas Fast and…

Computer Vision and Pattern Recognition · Computer Science 2026-02-03 Sathish Krishna Anumula , Vetrivelan Tamilmani , Aniruddha Arjun Singh , Dinesh Rajendran , Venkata Deepak Namburi

Recent studies have demonstrated promising performance of ChatGPT and GPT-4 on several medical domain tasks. However, none have assessed its performance using a large-scale real-world electronic health record database, nor have evaluated…

Computation and Language · Computer Science 2023-07-18 Jingqing Zhang , Kai Sun , Akshay Jagadeesh , Mahta Ghahfarokhi , Deepa Gupta , Ashok Gupta , Vibhor Gupta , Yike Guo

Deep learning integration into medical imaging systems has transformed disease detection and diagnosis processes with a focus on pneumonia identification. The study introduces an intricate deep learning system using Convolutional Neural…

Image and Video Processing · Electrical Eng. & Systems 2025-10-02 P K Dutta , Anushri Chowdhury , Anouska Bhattacharyya , Shakya Chakraborty , Sujatra Dey

OpenAI has released the Chat Generative Pre-trained Transformer (ChatGPT) and revolutionized the approach in artificial intelligence to human-model interaction. Several publications on ChatGPT evaluation test its effectiveness on well-known…

Large Language Models (LLMs) have demonstrated promise in medical knowledge assessments, yet their practical utility in real-world clinical decision-making remains underexplored. In this study, we evaluated the performance of three…

Computation and Language · Computer Science 2025-12-30 Mengdi Chai , Ali R. Zomorrodi

Generalist Medical AI (GMAI) systems have demonstrated expert-level performance in biomedical perception tasks, yet their clinical utility remains limited by inadequate multi-modal explainability and suboptimal prognostic capabilities.…

Computer Vision and Pattern Recognition · Computer Science 2025-05-13 Honglong Yang , Shanshan Song , Yi Qin , Lehan Wang , Haonan Wang , Xinpeng Ding , Qixiang Zhang , Bodong Du , Xiaomeng Li

Pneumonia remains one of the leading causes of death among children worldwide, underscoring a critical need for fast and accurate diagnostic tools. In this paper, we propose an interpretable deep learning model on Residual Networks…

Image and Video Processing · Electrical Eng. & Systems 2025-07-28 Rayyan Ridwan
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