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相关论文: Holistic Evaluation of GPT-4V for Biomedical Imagi…

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The medical field is one of the important fields in the application of artificial intelligence technology. With the explosive growth and diversification of medical data, as well as the continuous improvement of medical needs and challenges,…

人工智能 · 计算机科学 2024-03-27 Jingyu Xu , Binbin Wu , Jiaxin Huang , Yulu Gong , Yifan Zhang , Bo Liu

Generative AI, such as OpenAI's GPT-4V large-language model, has rapidly entered mainstream discourse. Novel capabilities in image processing and natural-language communication may augment existing forecasting methods. Large language models…

Recently, ChatGPT and GPT-4 have emerged and gained immense global attention due to their unparalleled performance in language processing. Despite demonstrating impressive capability in various open-domain tasks, their adequacy in highly…

Modern Vision-Language Models (VLMs) exhibit unprecedented capabilities in cross-modal semantic understanding between visual and textual modalities. Given the intrinsic need for multi-modal integration in clinical applications, VLMs have…

图像与视频处理 · 电气工程与系统科学 2025-06-24 Haoneng Lin , Cheng Xu , Jing Qin

Generative artificial intelligence (AI) models, such as diffusion models and OpenAI's ChatGPT, are transforming medicine by enhancing diagnostic accuracy and automating clinical workflows. The field has advanced rapidly, evolving from…

人工智能 · 计算机科学 2025-08-28 Lukas Buess , Matthias Keicher , Nassir Navab , Andreas Maier , Soroosh Tayebi Arasteh

While there is much excitement about the potential of large multimodal models (LMM), a comprehensive evaluation is critical to establish their true capabilities and limitations. In support of this aim, we evaluate two state-of-the-art LMMs,…

计算机视觉与模式识别 · 计算机科学 2024-02-15 Mengchen Liu , Chongyan Chen , Danna Gurari

Recent advancements in Natural Language Processing (NLP), particularly in Large Language Models (LLMs), associated with deep learning-based computer vision techniques, have shown substantial potential for automating a variety of tasks. One…

计算机视觉与模式识别 · 计算机科学 2023-07-06 Lucas Prado Osco , Eduardo Lopes de Lemos , Wesley Nunes Gonçalves , Ana Paula Marques Ramos , José Marcato Junior

Portable medical imaging (PMI) has emerged as an important solution for point-of-care diagnosis in emergency, rural, and resource-limited settings where conventional imaging infrastructure is not readily available. Modalities such as…

图像与视频处理 · 电气工程与系统科学 2026-04-20 Yassine Habchi , Hamza Kheddar , Muhammad Ali Qureshi , Mohamed Seghier , Azeddine Beghdadi

This study introduces the Hybrid Multi-modal VGG (HM-VGG) model, a cutting-edge deep learning approach for the early diagnosis of glaucoma. The HM-VGG model utilizes an attention mechanism to process Visual Field (VF) data, enabling the…

图像与视频处理 · 电气工程与系统科学 2024-11-01 Junliang Du , Yiru Cang , Tong Zhou , Jiacheng Hu , Weijie He

To advance biomedical vison-language model capabilities through scaling up, fine-tuning, and instruction tuning, develop vision-language models with improved performance in handling long text, explore strategies to efficiently adopt vision…

人工智能 · 计算机科学 2025-05-26 Cheng Peng , Kai Zhang , Mengxian Lyu , Hongfang Liu , Lichao Sun , Yonghui Wu

Gastric endoscopic screening is an effective way to decide appropriate gastric cancer (GC) treatment at an early stage, reducing GC-associated mortality rate. Although artificial intelligence (AI) has brought a great promise to assist…

图像与视频处理 · 电气工程与系统科学 2023-08-16 Yujin Oh , Go Eun Bae , Kyung-Hee Kim , Min-Kyung Yeo , Jong Chul Ye

LAFOV PET/CT has the potential to unlock new applications such as ultra-low dose PET/CT imaging, multiplexed imaging, for biomarker development and for faster AI-driven reconstruction, but further work is required before these can be…

MLLMs have recently become a focal point in the field of artificial intelligence research. Building on the strong capabilities of LLMs, MLLMs are adept at addressing complex multi-modal tasks. With the release of GPT-4, MLLMs have gained…

机器学习 · 计算机科学 2025-05-01 Jiarui Ye , Hao Tang

Medical image segmentation (MIS) is a fundamental component of computer-assisted diagnosis and clinical decision support systems. Over the past decade, numerous architectures specifically tailored to medical imaging have emerged to address…

计算机视觉与模式识别 · 计算机科学 2026-03-16 Vanessa Borst , Samuel Kounev

Engineering design is undergoing a transformative shift with the advent of AI, marking a new era in how we approach product, system, and service planning. Large language models have demonstrated impressive capabilities in enabling this…

This study compared the classification performance of Gemini Pro and GPT-4V in educational settings. Employing visual question answering (VQA) techniques, the study examined both models' abilities to read text-based rubrics and then…

人工智能 · 计算机科学 2024-01-18 Gyeong-Geon Lee , Ehsan Latif , Lehong Shi , Xiaoming Zhai

The success of large language models (LLMs) has inspired an emerging research field of multimodal learning. However, a grand challenge of exploiting LLMs for multimodal learning is the size of pre-trained LLMs which are always with billions…

计算与语言 · 计算机科学 2024-04-08 Zhengqing Yuan , Yunhong He , Kun Wang , Yanfang Ye , Lichao Sun

The rapid development of multimodal large language models (MLLMs), such as GPT-4V, has led to significant advancements. However, these models still face challenges in medical multimodal capabilities due to limitations in the quantity and…

计算机视觉与模式识别 · 计算机科学 2024-10-01 Junying Chen , Chi Gui , Ruyi Ouyang , Anningzhe Gao , Shunian Chen , Guiming Hardy Chen , Xidong Wang , Ruifei Zhang , Zhenyang Cai , Ke Ji , Guangjun Yu , Xiang Wan , Benyou Wang

Building an intelligent and efficient medical assistant is still a challenging AI problem. The major limitation comes from the data modality scarceness, which reduces comprehensive patient perception. This demo paper presents the GigaPevt,…

The AI community has been pursuing algorithms known as artificial general intelligence (AGI) that apply to any kind of real-world problem. Recently, chat systems powered by large language models (LLMs) emerge and rapidly become a promising…

计算机视觉与模式识别 · 计算机科学 2023-06-16 Lingxi Xie , Longhui Wei , Xiaopeng Zhang , Kaifeng Bi , Xiaotao Gu , Jianlong Chang , Qi Tian