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

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This paper presents a comprehensive evaluation of the Optical Character Recognition (OCR) capabilities of the recently released GPT-4V(ision), a Large Multimodal Model (LMM). We assess the model's performance across a range of OCR tasks,…

计算机视觉与模式识别 · 计算机科学 2023-10-31 Yongxin Shi , Dezhi Peng , Wenhui Liao , Zening Lin , Xinhong Chen , Chongyu Liu , Yuyi Zhang , Lianwen Jin

Educational scholars have analyzed various image data acquired from teaching and learning situations, such as photos that shows classroom dynamics, students' drawings with regard to the learning content, textbook illustrations, etc.…

物理教育 · 物理学 2024-05-14 Gyeong-Geon Lee , Xiaoming Zhai

As large language models (LLMs) continue to advance, evaluating their comprehensive capabilities becomes significant for their application in various fields. This research study comprehensively evaluates the language, vision, speech, and…

Recently, the visual generation ability by GPT-4o(mni) has been unlocked by OpenAI. It demonstrates a very remarkable generation capability with excellent multimodal condition understanding and varied task instructions. In this paper, we…

计算机视觉与模式识别 · 计算机科学 2025-05-12 Pu Cao , Feng Zhou , Junyi Ji , Qingye Kong , Zhixiang Lv , Mingjian Zhang , Xuekun Zhao , Siqi Wu , Yinghui Lin , Qing Song , Lu Yang

The pursuit of autonomous driving technology hinges on the sophisticated integration of perception, decision-making, and control systems. Traditional approaches, both data-driven and rule-based, have been hindered by their inability to…

Recent advancements in multimodal techniques open exciting possibilities for models excelling in diverse tasks involving text, audio, and image processing. Models like GPT-4V, blending computer vision and language modeling, excel in complex…

计算与语言 · 计算机科学 2023-10-20 Xiang Zhang , Senyu Li , Zijun Wu , Ning Shi

We introduce a pipeline that enhances a general-purpose Vision Language Model, GPT-4V(ision), to facilitate one-shot visual teaching for robotic manipulation. This system analyzes videos of humans performing tasks and outputs executable…

机器人学 · 计算机科学 2024-10-11 Naoki Wake , Atsushi Kanehira , Kazuhiro Sasabuchi , Jun Takamatsu , Katsushi Ikeuchi

Recently, it has been recognized that large language models demonstrate high performance on various intellectual tasks. However, few studies have investigated alignment with humans in behaviors that involve sensibility, such as aesthetic…

人工智能 · 计算机科学 2024-03-07 Yoshia Abe , Tatsuya Daikoku , Yasuo Kuniyoshi

Multimodal large language models (MLLMs) are designed to process and integrate information from multiple sources, such as text, speech, images, and videos. Despite its success in language understanding, it is critical to evaluate the…

计算机视觉与模式识别 · 计算机科学 2024-04-11 Hao Lu , Xuesong Niu , Jiyao Wang , Yin Wang , Qingyong Hu , Jiaqi Tang , Yuting Zhang , Kaishen Yuan , Bin Huang , Zitong Yu , Dengbo He , Shuiguang Deng , Hao Chen , Yingcong Chen , Shiguang Shan

Generative artificial intelligence (AI) is rapidly transforming medical imaging by enabling capabilities such as data synthesis, image enhancement, modality translation, and spatiotemporal modeling. This review presents a comprehensive and…

图像与视频处理 · 电气工程与系统科学 2025-08-14 Xuanru Zhou , Cheng Li , Shuqiang Wang , Ye Li , Tao Tan , Hairong Zheng , Shanshan Wang

Social problems stemming from the shortage of radiologists are intensifying, and artificial intelligence is being highlighted as a potential solution. Recently emerging large-scale generative AI has expanded from large language models…

计算机视觉与模式识别 · 计算机科学 2024-09-23 Inwoo Seo , Eunkyoung Bae , Joo-Young Jeon , Young-Sang Yoon , Jiho Cha

This paper explores the application of the GPT-4V(ision) large visual language model to autonomous driving in mining environments, where traditional systems often falter in understanding intentions and making accurate decisions during…

计算机视觉与模式识别 · 计算机科学 2024-06-25 Zixuan Li

The surge of interest towards Multi-modal Large Language Models (MLLMs), e.g., GPT-4V(ision) from OpenAI, has marked a significant trend in both academia and industry. They endow Large Language Models (LLMs) with powerful capabilities in…

The remarkable achievements of ChatGPT and GPT-4 have sparked a wave of interest and research in the field of large language models for Artificial General Intelligence (AGI). These models provide intelligent solutions close to human…

计算机视觉与模式识别 · 计算机科学 2024-04-03 Xiang Li , Congcong Wen , Yuan Hu , Zhenghang Yuan , Xiao Xiang Zhu

Recent developments in multimodal methodologies have marked the beginning of an exciting era for models adept at processing diverse data types, encompassing text, audio, and visual content. Models like GPT-4V, which merge computer vision…

The rapidly evolving sector of Multi-modal Large Language Models (MLLMs) is at the forefront of integrating linguistic and visual processing in artificial intelligence. This paper presents an in-depth comparative study of two pioneering…

计算机视觉与模式识别 · 计算机科学 2023-12-27 Zhangyang Qi , Ye Fang , Mengchen Zhang , Zeyi Sun , Tong Wu , Ziwei Liu , Dahua Lin , Jiaqi Wang , Hengshuang Zhao

In machine learning, generalization against distribution shifts -- where deployment conditions diverge from the training scenarios -- is crucial, particularly in fields like climate modeling, biomedicine, and autonomous driving. The…

机器学习 · 计算机科学 2024-02-27 Zhongyi Han , Guanglin Zhou , Rundong He , Jindong Wang , Tailin Wu , Yilong Yin , Salman Khan , Lina Yao , Tongliang Liu , Kun Zhang

The transition from task-specific artificial intelligence toward general-purpose foundation models raises fundamental questions about their capacity to support the integrated reasoning required in clinical medicine, where diagnosis demands…

计算机视觉与模式识别 · 计算机科学 2026-03-06 Alexandru Florea , Shansong Wang , Mingzhe Hu , Qiang Li , Zach Eidex , Luke del Balzo , Mojtaba Safari , Xiaofeng Yang

Large language models (LLMs) have demonstrated remarkable capabilities in natural language understanding and generation across various domains, including medicine. We present a comprehensive evaluation of GPT-4, a state-of-the-art LLM, on…

计算与语言 · 计算机科学 2023-04-13 Harsha Nori , Nicholas King , Scott Mayer McKinney , Dean Carignan , Eric Horvitz

Mammogram visual question answering (VQA) integrates image interpretation with clinical reasoning and has potential to support breast cancer screening. We systematically evaluated the GPT-5 family and GPT-4o model on four public mammography…

计算机视觉与模式识别 · 计算机科学 2025-08-18 Qiang Li , Shansong Wang , Mingzhe Hu , Mojtaba Safari , Zachary Eidex , Xiaofeng Yang