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Recognizing human non-speech vocalizations is an important task and has broad applications such as automatic sound transcription and health condition monitoring. However, existing datasets have a relatively small number of vocal sound…

声音 · 计算机科学 2022-06-22 Yuan Gong , Jin Yu , James Glass

Large, labeled datasets have driven deep learning methods to achieve expert-level performance on a variety of medical imaging tasks. We present CheXpert, a large dataset that contains 224,316 chest radiographs of 65,240 patients. We design…

Deep learning (DL), a pivotal technology in artificial intelligence, has recently gained substantial traction in the domain of dental auxiliary diagnosis. However, its application has predominantly been confined to imaging modalities such…

图像与视频处理 · 电气工程与系统科学 2025-04-11 Zhenhuan Zhou , Yuchen Zhang , Ruihong Xu , Xuansen Zhao , Tao Li

Objective: Radiology residents require timely, personalized feedback to develop accurate image analysis and reporting skills. Increasing clinical workload often limits attendings' ability to provide guidance. This study evaluates a…

Artificial Intelligence (AI) is a pervasive research topic, permeating various sectors and applications. In this study, we harness the power of AI, specifically convolutional neural networks (ConvNets), for segmenting liver tissues. It also…

计算机视觉与模式识别 · 计算机科学 2024-06-13 Ayman Al-Kababji , Faycal Bensaali , Sarada Prasad Dakua , Yassine Himeur

Artificial intelligence (AI) solutions that automatically extract information from digital histology images have shown great promise for improving pathological diagnosis. Prior to routine use, it is important to evaluate their predictive…

Generative Artificial Intelligence (AI) can be used to automatically generate medical reports based on transcripts of medical consultations. The aim is to reduce the administrative burden that healthcare professionals face. The accuracy of…

计算与语言 · 计算机科学 2024-01-09 Wouter Faber , Renske Eline Bootsma , Tom Huibers , Sandra van Dulmen , Sjaak Brinkkemper

Influenced by ChatGPT, artificial intelligence (AI) large models have witnessed a global upsurge in large model research and development. As people enjoy the convenience by this AI large model, more and more large models in subdivided…

计算机视觉与模式识别 · 计算机科学 2024-03-26 Liangrui Pan , Zhenyu Zhao , Ying Lu , Kewei Tang , Liyong Fu , Qingchun Liang , Shaoliang Peng

This study presents DiagCoT, a multi-stage framework that applies supervised fine-tuning to general-purpose vision-language models (VLMs) to emulate radiologists' stepwise diagnostic reasoning using only free-text reports. DiagCoT combines…

人工智能 · 计算机科学 2025-09-09 Yihong Luo , Wenwu He , Zhuo-Xu Cui , Dong Liang

Vision-language models (VLM) have markedly advanced AI-driven interpretation and reporting of complex medical imaging, such as computed tomography (CT). Yet, existing methods largely relegate clinicians to passive observers of final…

LLM based copilot assistants are useful in everyday tasks. There is a proliferation in the exploration of AI assistant use cases to support radiology workflows in a reliable manner. In this work, we present RadPhi-3, a Small Language Model…

计算机视觉与模式识别 · 计算机科学 2024-11-22 Mercy Ranjit , Shaury Srivastav , Tanuja Ganu

Large language models (LLMs) have shown considerable promise in clinical natural language processing, yet few domain-specific datasets exist to rigorously evaluate their performance on radiology tasks. In this work, we introduce an…

计算与语言 · 计算机科学 2025-11-18 Namu Park , Giridhar Kaushik Ramachandran , Kevin Lybarger , Fei Xia , Ozlem Uzuner , Meliha Yetisgen , Martin Gunn

The advent of artificial intelligence (AI) has enabled a comprehensive exploration of materials for various applications. However, AI models often prioritize frequently encountered materials in the scientific literature, limiting the…

Background: Ultrasound is one of the preferred choices for early screening of dense breast cancer. Clinically, doctors have to manually write the screening report which is time-consuming and laborious, and it is easy to miss and miswrite.…

图像与视频处理 · 电气工程与系统科学 2022-05-24 Shuang Ge , Qiongyu Ye , Wenquan Xie , Desheng Sun , Huabin Zhang , Xiaobo Zhou , Kehong Yuan

Background: Empathy is widely recognized for improving patient outcomes, including reduced pain and anxiety and improved satisfaction, and its absence can cause harm. Meanwhile, use of artificial intelligence (AI)-based chatbots in…

人机交互 · 计算机科学 2026-02-06 Alastair Howcroft , Amber Bennett-Weston , Ahmad Khan , Joseff Griffiths , Simon Gay , Jeremy Howick

Current LLMs for creating fully-structured reports face the challenges of formatting errors, content hallucinations, and privacy leakage issues when uploading data to external servers.We aim to develop an open-source, accurate LLM for…

Artificial intelligence (AI) is poised to transform healthcare by enabling personalized and efficient care through data-driven insights. Although radiology is at the forefront of AI adoption, in practice, the potential of AI models is often…

计算机视觉与模式识别 · 计算机科学 2025-02-17 Benjamin D. Killeen , Bohua Wan , Aditya V. Kulkarni , Nathan Drenkow , Michael Oberst , Paul H. Yi , Mathias Unberath

Large language models (LLMs) show promise in radiology but their deployment is limited by computational requirements that preclude use in resource-constrained clinical environments. We investigate whether small language models (SLMs) of 3-4…

计算与语言 · 计算机科学 2026-05-05 Pankaj Gupta , Kartik Bose

Artificial Intelligence (AI) has become commonplace to solve routine everyday tasks. Because of the exponential growth in medical imaging data volume and complexity, the workload on radiologists is steadily increasing. We project that the…