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

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Driven by the large foundation models, the development of artificial intelligence has witnessed tremendous progress lately, leading to a surge of general interest from the public. In this study, we aim to assess the performance of OpenAI's…

计算机视觉与模式识别 · 计算机科学 2023-12-05 Chaoyi Wu , Jiayu Lei , Qiaoyu Zheng , Weike Zhao , Weixiong Lin , Xiaoman Zhang , Xiao Zhou , Ziheng Zhao , Ya Zhang , Yanfeng Wang , Weidi Xie

This work conducts an evaluation of GPT-4V's multimodal capability for medical image analysis, with a focus on three representative tasks of radiology report generation, medical visual question answering, and medical visual grounding. For…

计算机视觉与模式识别 · 计算机科学 2024-02-01 Yingshu Li , Yunyi Liu , Zhanyu Wang , Xinyu Liang , Lei Wang , Lingqiao Liu , Leyang Cui , Zhaopeng Tu , Longyue Wang , Luping Zhou

OpenAI's large multimodal model, GPT-4V(ision), was recently developed for general image interpretation. However, less is known about its capabilities with medical image interpretation and diagnosis. Board-certified physicians and senior…

计算机视觉与模式识别 · 计算机科学 2024-03-20 Senthujan Senkaiahliyan , Augustin Toma , Jun Ma , An-Wen Chan , Andrew Ha , Kevin R. An , Hrishikesh Suresh , Barry Rubin , Bo Wang

In this paper, we critically evaluate the capabilities of the state-of-the-art multimodal large language model, i.e., GPT-4 with Vision (GPT-4V), on Visual Question Answering (VQA) task. Our experiments thoroughly assess GPT-4V's…

计算机视觉与模式识别 · 计算机科学 2023-10-31 Zhiling Yan , Kai Zhang , Rong Zhou , Lifang He , Xiang Li , Lichao Sun

Large-scale Artificial General Intelligence (AGI) models, including Large Language Models (LLMs) such as ChatGPT/GPT-4, have achieved unprecedented success in a variety of general domain tasks. Yet, when applied directly to specialized…

Anomaly detection is a crucial task across different domains and data types. However, existing anomaly detection models are often designed for specific domains and modalities. This study explores the use of GPT-4V(ision), a powerful…

计算机视觉与模式识别 · 计算机科学 2023-11-17 Yunkang Cao , Xiaohao Xu , Chen Sun , Xiaonan Huang , Weiming Shen

Automatically evaluating vision-language tasks is challenging, especially when it comes to reflecting human judgments due to limitations in accounting for fine-grained details. Although GPT-4V has shown promising results in various…

计算机视觉与模式识别 · 计算机科学 2023-11-03 Xinlu Zhang , Yujie Lu , Weizhi Wang , An Yan , Jun Yan , Lianke Qin , Heng Wang , Xifeng Yan , William Yang Wang , Linda Ruth Petzold

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.…

Pathology images are crucial for diagnosing and managing various diseases by visualizing cellular and tissue-level abnormalities. Recent advancements in artificial intelligence (AI), particularly multimodal models like ChatGPT, have shown…

人机交互 · 计算机科学 2024-09-25 Mianxin Liu , Jianfeng Wu , Fang Yan , Hongjun Li , Wei Wang , Shaoting Zhang , Zhe Wang

The emergence of Large Multimodal Models (LMMs) marks a significant milestone in the development of artificial intelligence. Insurance, as a vast and complex discipline, involves a wide variety of data forms in its operational processes,…

计算机视觉与模式识别 · 计算机科学 2024-04-16 Chenwei Lin , Hanjia Lyu , Jiebo Luo , Xian Xu

In this paper, we evaluate different abilities of GPT-4V including visual understanding, language understanding, visual puzzle solving, and understanding of other modalities such as depth, thermal, video, and audio. To estimate GPT-4V's…

计算与语言 · 计算机科学 2023-10-26 Yang Wu , Shilong Wang , Hao Yang , Tian Zheng , Hongbo Zhang , Yanyan Zhao , Bing Qin

Large multimodal models (LMMs) extend large language models (LLMs) with multi-sensory skills, such as visual understanding, to achieve stronger generic intelligence. In this paper, we analyze the latest model, GPT-4V(ision), to deepen the…

计算机视觉与模式识别 · 计算机科学 2023-10-12 Zhengyuan Yang , Linjie Li , Kevin Lin , Jianfeng Wang , Chung-Ching Lin , Zicheng Liu , Lijuan Wang

Medical images and radiology reports are crucial for diagnosing medical conditions, highlighting the importance of quantitative analysis for clinical decision-making. However, the diversity and cross-source heterogeneity of these data…

图像与视频处理 · 电气工程与系统科学 2024-07-09 Yutong Zhang , Yi Pan , Tianyang Zhong , Peixin Dong , Kangni Xie , Yuxiao Liu , Hanqi Jiang , Zhengliang Liu , Shijie Zhao , Tuo Zhang , Xi Jiang , Dinggang Shen , Tianming Liu , Xin Zhang

The study examines the application of GPT-4V, a multi-modal large language model equipped with visual recognition, in detecting radiological findings from a set of 100 chest radiographs and suggests that GPT-4V is currently not ready for…

图像与视频处理 · 电气工程与系统科学 2024-05-15 Yiliang Zhou , Hanley Ong , Patrick Kennedy , Carol Wu , Jacob Kazam , Keith Hentel , Adam Flanders , George Shih , Yifan Peng

Large Multimodal Models (LMMs) have demonstrated impressive performance across various vision and language tasks, yet their potential applications in recommendation tasks with visual assistance remain unexplored. To bridge this gap, we…

信息检索 · 计算机科学 2023-11-08 Peilin Zhou , Meng Cao , You-Liang Huang , Qichen Ye , Peiyan Zhang , Junling Liu , Yueqi Xie , Yining Hua , Jaeboum Kim

Recent developments in multimodal large language models (MLLMs) have spurred significant interest in their potential applications across various medical imaging domains. On the one hand, there is a temptation to use these generative models…

图像与视频处理 · 电气工程与系统科学 2024-06-05 Sulaiman Khan , Md. Rafiul Biswas , Alina Murad , Hazrat Ali , Zubair Shah

Recent research has offered insights into the extraordinary capabilities of Large Multimodal Models (LMMs) in various general vision and language tasks. There is growing interest in how LMMs perform in more specialized domains. Social media…

计算机视觉与模式识别 · 计算机科学 2023-11-14 Hanjia Lyu , Jinfa Huang , Daoan Zhang , Yongsheng Yu , Xinyi Mou , Jinsheng Pan , Zhengyuan Yang , Zhongyu Wei , Jiebo Luo

Conventional approaches to dietary assessment are primarily grounded in self-reporting methods or structured interviews conducted under the supervision of dietitians. These methods, however, are often subjective, potentially inaccurate, and…

计算机视觉与模式识别 · 计算机科学 2023-12-15 Frank P. -W. Lo , Jianing Qiu , Zeyu Wang , Junhong Chen , Bo Xiao , Wu Yuan , Stamatia Giannarou , Gary Frost , Benny Lo

Recent advancements in artificial intelligence (AI) have precipitated significant breakthroughs in healthcare, particularly in refining diagnostic procedures. However, previous studies have often been constrained to limited functionalities.…

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…

计算机视觉与模式识别 · 计算机科学 2025-02-04 Omer Aydin , Enis Karaarslan
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