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In this study, we tackle industry challenges in video content classification by exploring and optimizing GPT-based models for zero-shot classification across seven critical categories of video quality. We contribute a novel approach to…

Computer Vision and Pattern Recognition · Computer Science 2025-04-29 Mark Beliaev , Victor Yang , Madhura Raju , Jiachen Sun , Xinghai Hu

The advent of deep learning has significantly propelled the capabilities of automated medical image diagnosis, providing valuable tools and resources in the realm of healthcare and medical diagnostics. This research delves into the…

Image and Video Processing · Electrical Eng. & Systems 2023-11-20 Ryan Donghan Kwon , Dohyun Lim , Yoonha Lee , Seung Won Lee

ChatGPT is an AI language model developed by OpenAI that can understand and generate human-like text. It can be used for a variety of use cases such as language generation, question answering, text summarization, chatbot development,…

Human-Computer Interaction · Computer Science 2023-10-09 Ishika Joshi , Ritvik Budhiraja , Harshal Dev , Jahnvi Kadia , M. Osama Ataullah , Sayan Mitra , Dhruv Kumar , Harshal D. Akolekar

When OpenAI deprecated GPT-4o in early 2026, thousands of users protested under #keep4o, claiming newer models had "lost their empathy." No published study has tested this claim. We conducted the first clinical measurement, evaluating three…

Computation and Language · Computer Science 2026-03-12 Michael Keeman , Anastasia Keeman

Occlusion remains a significant challenge for current vision models to robustly interpret complex and dense real-world images and scenes. To address this limitation and to enable accurate prediction of the occlusion order relationship…

Computer Vision and Pattern Recognition · Computer Science 2025-09-29 Kaziwa Saleh , Zhyar Rzgar K Rostam , Sándor Szénási , Zoltán Vámossy

This study introduces 'Psycho Analyst', a custom GPT model based on OpenAI's GPT-4, optimized for pre-screening mental health disorders. Enhanced with DSM-5, PHQ-8, detailed data descriptions, and extensive training data, the model adeptly…

Computers and Society · Computer Science 2025-01-28 Jinwen Tang , Yi Shang

When pneumonia is not found on a chest X-ray, should the report describe this negative observation or omit it? We argue that this question cannot be answered from the X-ray alone and requires a pragmatic perspective, which captures the…

Computation and Language · Computer Science 2023-11-30 Dang Nguyen , Chacha Chen , He He , Chenhao Tan

Recent advancements in medical image analysis have predominantly relied on Convolutional Neural Networks (CNNs), achieving impressive performance in chest X-ray classification tasks, such as the 92% AUC reported by AutoThorax-Net and the…

Image and Video Processing · Electrical Eng. & Systems 2024-11-19 Baljinnyam Dayan

Recent studies indicate that Generative Pre-trained Transformer 4 with Vision (GPT-4V) outperforms human physicians in medical challenge tasks. However, these evaluations primarily focused on the accuracy of multi-choice questions alone.…

Deep learning methods for chest X-ray interpretation typically rely on pretrained models developed for ImageNet. This paradigm assumes that better ImageNet architectures perform better on chest X-ray tasks and that ImageNet-pretrained…

Computer Vision and Pattern Recognition · Computer Science 2021-02-23 Alexander Ke , William Ellsworth , Oishi Banerjee , Andrew Y. Ng , Pranav Rajpurkar

We assessed the performance of commercial Large Language Models (LLMs) GPT-3.5-Turbo and GPT-4 on tasks from the 2023 BioASQ challenge. In Task 11b Phase B, which is focused on answer generation, both models demonstrated competitive…

Computation and Language · Computer Science 2023-07-25 Samy Ateia , Udo Kruschwitz

We introduce ReXGroundingCT, the first publicly available dataset linking free-text findings to pixel-level 3D segmentations in chest CT scans. The dataset includes 3,142 non-contrast chest CT scans paired with standardized radiology…

Background: While intravascular imaging, particularly optical coherence tomography (OCT), improves percutaneous coronary intervention (PCI) outcomes, its interpretation is operator-dependent. General-purpose artificial intelligence (AI)…

As the rapid spread of coronavirus disease (COVID-19) worldwide, chest X-ray radiography has also been used to detect COVID-19 infected pneumonia and assess its severity or monitor its prognosis in the hospitals due to its low cost, low…

Image and Video Processing · Electrical Eng. & Systems 2020-09-29 Morteza Heidari , Seyedehnafiseh Mirniaharikandehei , Abolfazl Zargari Khuzani , Gopichandh Danala , Yuchen Qiu , Bin Zheng

The integration of Artificial Intelligence (AI) in healthcare presents a transformative potential for enhancing operational efficiency and health outcomes. Large Language Models (LLMs), such as ChatGPT, have shown their capabilities in…

Computation and Language · Computer Science 2024-05-03 Dou Liu , Ying Han , Xiandi Wang , Xiaomei Tan , Di Liu , Guangwu Qian , Kang Li , Dan Pu , Rong Yin

Vision-language models have been extensively explored across a wide range of tasks, achieving satisfactory performance; however, their application in medical imaging remains underexplored. In this work, we propose a unified framework -…

Image and Video Processing · Electrical Eng. & Systems 2024-07-18 Khai Le-Duc , Ryan Zhang , Ngoc Son Nguyen , Tan-Hanh Pham , Anh Dao , Ba Hung Ngo , Anh Totti Nguyen , Truong-Son Hy

Background: Veterinary clinical narratives remain a largely untapped resource for addressing complex diseases. Here we compare the ability of a large language model (ChatGPT) and a previously developed regular expression (RegexT) to…

Information Retrieval · Computer Science 2023-08-04 Ivo S. Fins , Heather Davies , Sean Farrell , Jose R. Torres , Gina Pinchbeck , Alan D. Radford , Peter-John Noble

Lung diseases such as COVID-19, tuberculosis (TB), and pneumonia continue to be serious global health concerns that affect millions of people worldwide. In medical practice, chest X-ray examinations have emerged as the norm for diagnosing…

Image and Video Processing · Electrical Eng. & Systems 2023-10-11 Aditya Kulkarni , Guruprasad Parasnis , Harish Balasubramanian , Vansh Jain , Anmol Chokshi , Reena Sonkusare

Radiology plays a pivotal role in modern medicine due to its non-invasive diagnostic capabilities. However, the manual generation of unstructured medical reports is time consuming and prone to errors. It creates a significant bottleneck in…

Computer Vision and Pattern Recognition · Computer Science 2025-01-22 Md. Rakibul Islam , Md. Zahid Hossain , Mustofa Ahmed , Most. Sharmin Sultana Samu

Large language models, in particular generative pre-trained transformers (GPTs), show impressive results on a wide variety of language-related tasks. In this paper, we explore ChatGPT's zero-shot ability to perform affective computing tasks…

Computation and Language · Computer Science 2023-09-06 Joost Broekens , Bernhard Hilpert , Suzan Verberne , Kim Baraka , Patrick Gebhard , Aske Plaat
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