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Large language models (LLMs), such as ChatGPT, have demonstrated impressive capabilities in various tasks and attracted an increasing interest as a natural language interface across many domains. Recently, large vision-language models…

计算机视觉与模式识别 · 计算机科学 2025-09-01 Zhihao Chen , Bin Hu , Chuang Niu , Tao Chen , Yuxin Li , Hongming Shan , Ge Wang

Oral and maxillofacial radiology plays a vital role in dental healthcare, but radiographic image interpretation is limited by a shortage of trained professionals. While AI approaches have shown promise, existing dental AI systems are…

计算机视觉与模式识别 · 计算机科学 2025-10-17 Xinrui Huang , Fan Xiao , Dongming He , Anqi Gao , Dandan Li , Xiaofan Zhang , Shaoting Zhang , Xudong Wang

We report the development of GPT-4, a large-scale, multimodal model which can accept image and text inputs and produce text outputs. While less capable than humans in many real-world scenarios, GPT-4 exhibits human-level performance on…

计算与语言 · 计算机科学 2024-03-11 OpenAI , Josh Achiam , Steven Adler , Sandhini Agarwal , Lama Ahmad , Ilge Akkaya , Florencia Leoni Aleman , Diogo Almeida , Janko Altenschmidt , Sam Altman , Shyamal Anadkat , Red Avila , Igor Babuschkin , Suchir Balaji , Valerie Balcom , Paul Baltescu , Haiming Bao , Mohammad Bavarian , Jeff Belgum , Irwan Bello , Jake Berdine , Gabriel Bernadett-Shapiro , Christopher Berner , Lenny Bogdonoff , Oleg Boiko , Madelaine Boyd , Anna-Luisa Brakman , Greg Brockman , Tim Brooks , Miles Brundage , Kevin Button , Trevor Cai , Rosie Campbell , Andrew Cann , Brittany Carey , Chelsea Carlson , Rory Carmichael , Brooke Chan , Che Chang , Fotis Chantzis , Derek Chen , Sully Chen , Ruby Chen , Jason Chen , Mark Chen , Ben Chess , Chester Cho , Casey Chu , Hyung Won Chung , Dave Cummings , Jeremiah Currier , Yunxing Dai , Cory Decareaux , Thomas Degry , Noah Deutsch , Damien Deville , Arka Dhar , David Dohan , Steve Dowling , Sheila Dunning , Adrien Ecoffet , Atty Eleti , Tyna Eloundou , David Farhi , Liam Fedus , Niko Felix , Simón Posada Fishman , Juston Forte , Isabella Fulford , Leo Gao , Elie Georges , Christian Gibson , Vik Goel , Tarun Gogineni , Gabriel Goh , Rapha Gontijo-Lopes , Jonathan Gordon , Morgan Grafstein , Scott Gray , Ryan Greene , Joshua Gross , Shixiang Shane Gu , Yufei Guo , Chris Hallacy , Jesse Han , Jeff Harris , Yuchen He , Mike Heaton , Johannes Heidecke , Chris Hesse , Alan Hickey , Wade Hickey , Peter Hoeschele , Brandon Houghton , Kenny Hsu , Shengli Hu , Xin Hu , Joost Huizinga , Shantanu Jain , Shawn Jain , Joanne Jang , Angela Jiang , Roger Jiang , Haozhun Jin , Denny Jin , Shino Jomoto , Billie Jonn , Heewoo Jun , Tomer Kaftan , Łukasz Kaiser , Ali Kamali , Ingmar Kanitscheider , Nitish Shirish Keskar , Tabarak Khan , Logan Kilpatrick , Jong Wook Kim , Christina Kim , Yongjik Kim , Jan Hendrik Kirchner , Jamie Kiros , Matt Knight , Daniel Kokotajlo , Łukasz Kondraciuk , Andrew Kondrich , Aris Konstantinidis , Kyle Kosic , Gretchen Krueger , Vishal Kuo , Michael Lampe , Ikai Lan , Teddy Lee , Jan Leike , Jade Leung , Daniel Levy , Chak Ming Li , Rachel Lim , Molly Lin , Stephanie Lin , Mateusz Litwin , Theresa Lopez , Ryan Lowe , Patricia Lue , Anna Makanju , Kim Malfacini , Sam Manning , Todor Markov , Yaniv Markovski , Bianca Martin , Katie Mayer , Andrew Mayne , Bob McGrew , Scott Mayer McKinney , Christine McLeavey , Paul McMillan , Jake McNeil , David Medina , Aalok Mehta , Jacob Menick , Luke Metz , Andrey Mishchenko , Pamela Mishkin , Vinnie Monaco , Evan Morikawa , Daniel Mossing , Tong Mu , Mira Murati , Oleg Murk , David Mély , Ashvin Nair , Reiichiro Nakano , Rajeev Nayak , Arvind Neelakantan , Richard Ngo , Hyeonwoo Noh , Long Ouyang , Cullen O'Keefe , Jakub Pachocki , Alex Paino , Joe Palermo , Ashley Pantuliano , Giambattista Parascandolo , Joel Parish , Emy Parparita , Alex Passos , Mikhail Pavlov , Andrew Peng , Adam Perelman , Filipe de Avila Belbute Peres , Michael Petrov , Henrique Ponde de Oliveira Pinto , Michael , Pokorny , Michelle Pokrass , Vitchyr H. Pong , Tolly Powell , Alethea Power , Boris Power , Elizabeth Proehl , Raul Puri , Alec Radford , Jack Rae , Aditya Ramesh , Cameron Raymond , Francis Real , Kendra Rimbach , Carl Ross , Bob Rotsted , Henri Roussez , Nick Ryder , Mario Saltarelli , Ted Sanders , Shibani Santurkar , Girish Sastry , Heather Schmidt , David Schnurr , John Schulman , Daniel Selsam , Kyla Sheppard , Toki Sherbakov , Jessica Shieh , Sarah Shoker , Pranav Shyam , Szymon Sidor , Eric Sigler , Maddie Simens , Jordan Sitkin , Katarina Slama , Ian Sohl , Benjamin Sokolowsky , Yang Song , Natalie Staudacher , Felipe Petroski Such , Natalie Summers , Ilya Sutskever , Jie Tang , Nikolas Tezak , Madeleine B. Thompson , Phil Tillet , Amin Tootoonchian , Elizabeth Tseng , Preston Tuggle , Nick Turley , Jerry Tworek , Juan Felipe Cerón Uribe , Andrea Vallone , Arun Vijayvergiya , Chelsea Voss , Carroll Wainwright , Justin Jay Wang , Alvin Wang , Ben Wang , Jonathan Ward , Jason Wei , CJ Weinmann , Akila Welihinda , Peter Welinder , Jiayi Weng , Lilian Weng , Matt Wiethoff , Dave Willner , Clemens Winter , Samuel Wolrich , Hannah Wong , Lauren Workman , Sherwin Wu , Jeff Wu , Michael Wu , Kai Xiao , Tao Xu , Sarah Yoo , Kevin Yu , Qiming Yuan , Wojciech Zaremba , Rowan Zellers , Chong Zhang , Marvin Zhang , Shengjia Zhao , Tianhao Zheng , Juntang Zhuang , William Zhuk , Barret Zoph

Artificial intelligence (AI) has emerged as a powerful tool to enhance decision-making and optimize treatment protocols in in vitro fertilization (IVF). In particular, AI shows significant promise in supporting decision-making during the…

图像与视频处理 · 电气工程与系统科学 2024-12-30 Jana Zakall , Birgit Pohn , Antonia Graf , Daniel Kovatchki , Arezoo Borji , Ragib Shahriar Islam , Hossam Haick , Heinz Strohmer , Sepideh Hatamikia

Lung cancer remains one of the most prevalent and fatal diseases worldwide, demanding accurate and timely diagnosis and treatment. Recent advancements in large AI models have significantly enhanced medical image understanding and clinical…

图像与视频处理 · 电气工程与系统科学 2025-07-01 Jiachen Zhong , Yiting Wang , Di Zhu , Ziwei Wang

The emergence of Large Language Models (LLMs) and multimodal foundation models (FMs) has generated heightened interest in their applications that integrate vision and language. This paper investigates the capabilities of ChatGPT-4V and…

计算机视觉与模式识别 · 计算机科学 2024-08-26 Zhenyuan Yang , Xuhui Lin , Qinyi He , Ziye Huang , Zhengliang Liu , Hanqi Jiang , Peng Shu , Zihao Wu , Yiwei Li , Stephen Law , Gengchen Mai , Tianming Liu , Tao Yang

Visual task adaptation has been demonstrated to be effective in adapting pre-trained Vision Transformers (ViTs) to general downstream visual tasks using specialized learnable layers or tokens. However, there is yet a large-scale benchmark…

计算机视觉与模式识别 · 计算机科学 2024-04-22 Shentong Mo , Xufang Luo , Yansen Wang , Dongsheng Li

Background: Artificial intelligence language models have shown promise in various applications, including assisting with clinical decision-making as demonstrated by strong performance of large language models on medical licensure exams.…

计算与语言 · 计算机科学 2023-05-10 Timothy Poterucha , Pierre Elias , Christopher M. Haggerty

ChatGPT, the most accessible generative artificial intelligence (AI) tool, offers considerable potential for veterinary medicine, yet a dedicated review of its specific applications is lacking. This review concisely synthesizes the latest…

计算机与社会 · 计算机科学 2024-05-24 Candice P. Chu

The landscape of image generation has rapidly evolved, from early GAN-based approaches to diffusion models and, most recently, to unified generative architectures that seek to bridge understanding and generation tasks. Recent advances,…

Large Vision-Language Models (LVLMs) have demonstrated remarkable capabilities in various multimodal tasks. However, their potential in the medical domain remains largely unexplored. A significant challenge arises from the scarcity of…

图像与视频处理 · 电气工程与系统科学 2024-04-23 Yutao Hu , Tianbin Li , Quanfeng Lu , Wenqi Shao , Junjun He , Yu Qiao , Ping Luo

The latest breakthroughs in large vision-language models, such as Bard and GPT-4, have showcased extraordinary abilities in performing a wide range of tasks. Such models are trained on massive datasets comprising billions of public…

Foundation models, exemplified by GPT technology, are discovering new horizons in artificial intelligence by executing tasks beyond their designers' expectations. While the present generation provides fundamental advances in understanding…

计算机视觉与模式识别 · 计算机科学 2023-12-19 Maksim Makarenko , Qizhou Wang , Arturo Burguete-Lopez , Silvio Giancola , Bernard Ghanem , Luca Passone , Andrea Fratalocchi

In recent years, the diagnosis of gliomas has become increasingly complex. Analysis of glioma histopathology images using artificial intelligence (AI) offers new opportunities to support diagnosis and outcome prediction. To give an overview…

Artificial intelligence (AI) techniques have significant potential to enable effective, robust and automated image phenotyping including identification of subtle patterns. AI-based detection searches the image space to find the regions of…

医学物理 · 物理学 2022-01-17 Fereshteh Yousefirizi , Pierre Decazes , Amine Amyar , Su Ruan , Babak Saboury , Arman Rahmim

The recent surge of Multimodal Large Language Models (MLLMs) has fundamentally reshaped the landscape of AI research and industry, shedding light on a promising path toward the next AI milestone. However, significant challenges remain…

Multimodal Large Language Models (MLLMs) inherit the superior text understanding capabilities of LLMs and extend these capabilities to multimodal scenarios. These models achieve excellent results in the general domain of multimodal tasks.…

计算机视觉与模式识别 · 计算机科学 2024-11-01 Jinlong He , Pengfei Li , Gang Liu , Shenjun Zhong

Vision-language models have been extensively explored across a wide range of tasks, achieving satisfactory performance; however, their application in medical imaging remains underexplored. In this work, we propose a unified framework -…

图像与视频处理 · 电气工程与系统科学 2024-07-18 Khai Le-Duc , Ryan Zhang , Ngoc Son Nguyen , Tan-Hanh Pham , Anh Dao , Ba Hung Ngo , Anh Totti Nguyen , Truong-Son Hy

The emergence of large multimodal models has unlocked remarkable potential in AI, particularly in pathology. However, the lack of specialized, high-quality benchmark impeded their development and precise evaluation. To address this, we…

计算机视觉与模式识别 · 计算机科学 2024-03-21 Yuxuan Sun , Hao Wu , Chenglu Zhu , Sunyi Zheng , Qizi Chen , Kai Zhang , Yunlong Zhang , Dan Wan , Xiaoxiao Lan , Mengyue Zheng , Jingxiong Li , Xinheng Lyu , Tao Lin , Lin Yang

Multimodal models have achieved remarkable progress in recent years. Nevertheless, they continue to exhibit notable limitations in spatial understanding and reasoning, the very capability that anchors artificial general intelligence in the…

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