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相关论文: An Early Evaluation of GPT-4V(ision)

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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

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

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

Recently, GPT-4 with Vision (GPT-4V) has demonstrated remarkable visual capabilities across various tasks, but its performance in emotion recognition has not been fully evaluated. To bridge this gap, we present the quantitative evaluation…

计算机视觉与模式识别 · 计算机科学 2024-03-19 Zheng Lian , Licai Sun , Haiyang Sun , Kang Chen , Zhuofan Wen , Hao Gu , Bin Liu , Jianhua Tao

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

This paper does not present a novel method. Instead, it delves into an essential, yet must-know baseline in light of the latest advancements in Generative Artificial Intelligence (GenAI): the utilization of GPT-4 for visual understanding.…

计算机视觉与模式识别 · 计算机科学 2024-03-13 Wenhao Wu , Huanjin Yao , Mengxi Zhang , Yuxin Song , Wanli Ouyang , Jingdong Wang

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

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

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

Pretrained large Vision-Language models have drawn considerable interest in recent years due to their remarkable performance. Despite considerable efforts to assess these models from diverse perspectives, the extent of visual cultural…

计算与语言 · 计算机科学 2024-02-16 Yong Cao , Wenyan Li , Jiaang Li , Yifei Yuan , Antonia Karamolegkou , Daniel Hershcovich

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.…

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

In this paper, we present a large-scale evaluation probing GPT-4V's capabilities and limitations for biomedical image analysis. GPT-4V represents a breakthrough in artificial general intelligence (AGI) for computer vision, with applications…

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

We explore the abstract reasoning abilities of text-only and multimodal versions of GPT-4, using the ConceptARC benchmark [10], which is designed to evaluate robust understanding and reasoning with core-knowledge concepts. We extend the…

人工智能 · 计算机科学 2023-12-25 Melanie Mitchell , Alessandro B. Palmarini , Arseny Moskvichev

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

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

NLP models today strive for supporting multiple languages and modalities, improving accessibility for diverse users. In this paper, we evaluate their multilingual, multimodal capabilities by testing on a visual reasoning task. We observe…

计算与语言 · 计算机科学 2025-02-11 Yueqi Song , Simran Khanuja , Graham Neubig

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

OpenAI's latest large vision-language model (LVLM), GPT-4V(ision), has piqued considerable interest for its potential in medical applications. Despite its promise, recent studies and internal reviews highlight its underperformance in…

计算与语言 · 计算机科学 2023-12-13 Pengcheng Chen , Ziyan Huang , Zhongying Deng , Tianbin Li , Yanzhou Su , Haoyu Wang , Jin Ye , Yu Qiao , Junjun He
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