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Medical image classification plays a crucial role in computer-aided clinical diagnosis. While deep learning techniques have significantly enhanced efficiency and reduced costs, the privacy-sensitive nature of medical imaging data…

计算机视觉与模式识别 · 计算机科学 2024-07-04 Sufen Ren , Yule Hu , Shengchao Chen , Guanjun Wang

The rapid advancement of AI-generated content (AIGC) has escalated the threat of deepfakes, from facial manipulations to the synthesis of entire photorealistic human bodies. However, existing detection methods remain fragmented,…

计算机视觉与模式识别 · 计算机科学 2026-01-09 Xiao Guo , Jie Zhu , Anil Jain , Xiaoming Liu

Advances in computing power, deep learning architectures, and expert labelled datasets have spurred the development of medical imaging artificial intelligence systems that rival clinical experts in a variety of scenarios. The National…

图像与视频处理 · 电气工程与系统科学 2021-11-18 Rohan Shad , John P. Cunningham , Euan A. Ashley , Curtis P. Langlotz , William Hiesinger

This study presents a methodology for constructing a clinically verified dataset of dermatoscopic images for medical informatics research. The relevance of the work is driven by the fact that the performance of automated diagnostic support…

图像与视频处理 · 电气工程与系统科学 2026-05-26 Kozachok Elena Sergeevna

We introduce MedMNIST v2, a large-scale MNIST-like dataset collection of standardized biomedical images, including 12 datasets for 2D and 6 datasets for 3D. All images are pre-processed into a small size of 28x28 (2D) or 28x28x28 (3D) with…

计算机视觉与模式识别 · 计算机科学 2023-02-20 Jiancheng Yang , Rui Shi , Donglai Wei , Zequan Liu , Lin Zhao , Bilian Ke , Hanspeter Pfister , Bingbing Ni

On existing public benchmarks, face forgery detection techniques have achieved great success. However, when used in multi-person videos, which often contain many people active in the scene with only a small subset having been manipulated,…

计算机视觉与模式识别 · 计算机科学 2021-03-31 Tianfei Zhou , Wenguan Wang , Zhiyuan Liang , Jianbing Shen

Multimedia data, particularly images and videos, is integral to various applications, including surveillance, visual interaction, biometrics, evidence gathering, and advertising. However, amateur or skilled counterfeiters can simulate them…

计算机视觉与模式识别 · 计算机科学 2026-03-30 Kutub Uddin , Nusrat Tasnim , Byung Tae Oh

To date, a large number of research papers have been written on the classification of malware, its identification, classification into different families and the distinction between malware and goodware. These works have been based on…

密码学与安全 · 计算机科学 2023-06-05 Ivan Zelinka , Miloslav Szczypka , Jan Plucar , Nikolay Kuznetsov

Recent advancements in "deepfake" techniques have paved the way for generating various media forgeries. In response to the potential hazards of these media forgeries, many researchers engage in exploring detection methods, increasing the…

多媒体 · 计算机科学 2024-08-08 Junhao Xu , Jingjing Chen , Xue Song , Feng Han , Haijun Shan , Yugang Jiang

Scientific image tampering is a problem that affects not only authors but also the general perception of the research community. Although previous researchers have developed methods to identify tampering in natural images, these methods may…

计算机视觉与模式识别 · 计算机科学 2020-03-06 Ziyue Xiang , Daniel E. Acuna

In medical imaging, most of the image registration methods implicitly assume a one-to-one correspondence between the source and target images (i.e., diffeomorphism). However, this is not necessarily the case when dealing with pathological…

图像与视频处理 · 电气工程与系统科学 2022-02-03 Matthis Maillard , Anton François , Joan Glaunès , Isabelle Bloch , Pietro Gori

Face anti-spoofing (FAS) plays a vital role in securing the face recognition systems from presentation attacks. Most existing FAS methods capture various cues (e.g., texture, depth and reflection) to distinguish the live faces from the…

计算机视觉与模式识别 · 计算机科学 2020-07-07 Zitong Yu , Xiaobai Li , Xuesong Niu , Jingang Shi , Guoying Zhao

The field of Fake Image Detection and Localization (FIDL) is highly fragmented, encompassing four domains: deepfake detection (Deepfake), image manipulation detection and localization (IMDL), artificial intelligence-generated image…

计算机视觉与模式识别 · 计算机科学 2026-01-28 Bo Du , Xuekang Zhu , Xiaochen Ma , Chenfan Qu , Kaiwen Feng , Zhe Yang , Chi-Man Pun , Jian Liu , Ji-Zhe Zhou

Image manipulation and forgery detection have been a topic of research for more than a decade now. New-age tools and large-scale social platforms have given space for manipulated media to thrive. These media can be potentially dangerous and…

计算机视觉与模式识别 · 计算机科学 2021-11-25 Umar Masud , Anupam Agarwal

The massive spread of visual content through the web and social media poses both challenges and opportunities. Tracking visually-similar content is an important task for studying and analyzing social phenomena related to the spread of such…

信息检索 · 计算机科学 2022-03-15 Hana Matatov , Mor Naaman , Ofra Amir

Web-scraped, in-the-wild datasets have become the norm in face recognition research. The numbers of subjects and images acquired in web-scraped datasets are usually very large, with number of images on the millions scale. A variety of…

计算机视觉与模式识别 · 计算机科学 2020-04-08 Kai Zhang , Vítor Albiero , Kevin W. Bowyer

Deepfakes, leveraging advanced AIGC (Artificial Intelligence-Generated Content) techniques, create hyper-realistic synthetic images and videos of human faces, posing a significant threat to the authenticity of social media. While this…

计算机视觉与模式识别 · 计算机科学 2025-10-10 Junyu Shi , Minghui Li , Junguo Zuo , Zhifei Yu , Yipeng Lin , Shengshan Hu , Ziqi Zhou , Yechao Zhang , Wei Wan , Yinzhe Xu , Leo Yu Zhang

Multi-focus image fusion (MFIF) has attracted considerable interests due to its numerous applications. While much progress has been made in recent years with efforts on developing various MFIF algorithms, some issues significantly hinder…

计算机视觉与模式识别 · 计算机科学 2020-05-05 Xingchen Zhang

Social media platforms face escalating challenges in detecting harmful content that promotes muscle dysmorphic behaviors and cognitions (bigorexia). This content can evade moderation by camouflaging as legitimate fitness advice and…

The remarkable ease of use of diffusion models for image generation has led to a proliferation of synthetic content online. While these models are often employed for legitimate purposes, they are also used to generate fake images that…

计算机视觉与模式识别 · 计算机科学 2025-05-19 Giulia Bertazzini , Daniele Baracchi , Dasara Shullani , Isao Echizen , Alessandro Piva
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