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Purpose of review: Artificial intelligence (AI) has become popular in medical applications, specifically as a clinical support tool for computer-aided diagnosis. These tools are typically employed on medical data (i.e., image, molecular…

Machine Learning · Computer Science 2022-06-08 Ahmad Chaddad , Yousef Katib , Lama Hassan

The growing scope, scale, and number of biometric deployments around the world emphasise the need for research into technologies facilitating efficient and reliable biometric identification queries. This work presents a method of indexing…

Computer Vision and Pattern Recognition · Computer Science 2021-03-08 Pawel Drozdowski , Fabian Stockhardt , Christian Rathgeb , Christoph Busch

Metadata management plays a critical role in data governance, resource discovery, and decision-making in the data-driven era. While traditional metadata approaches have primarily focused on organization, classification, and resource reuse,…

Databases · Computer Science 2025-07-17 Wenli Yang , Rui Fu , Muhammad Bilal Amin , Byeong Kang

ImageJ is an image analysis program extensively used in the biological sciences and beyond. Due to its ease of use, recordable macro language, and extensible plug-in architecture, ImageJ enjoys contributions from non-programmers, amateur…

The emergence of data-driven computational materials science offers unprecedented opportunities to explore complex material landscapes, complementing experimental research with the discovery of novel compounds. To enable these developments,…

Materials Science · Physics 2026-04-30 Holger-Dietrich Saßnick , Joshua Edzards , Timo Reents , Caterina Cocchi

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…

Image and Video Processing · Electrical Eng. & Systems 2024-12-30 Jana Zakall , Birgit Pohn , Antonia Graf , Daniel Kovatchki , Arezoo Borji , Ragib Shahriar Islam , Hossam Haick , Heinz Strohmer , Sepideh Hatamikia

Medical imaging is an important research field with many opportunities for improving patients' health. However, there are a number of challenges that are slowing down the progress of the field as a whole, such optimizing for publication. In…

Image and Video Processing · Electrical Eng. & Systems 2022-05-14 Gaël Varoquaux , Veronika Cheplygina

Artificial intelligence in medical imaging has seen unprecedented growth in the last years, due to rapid advances in deep learning and computing resources. Applications cover the full range of existing medical imaging modalities, with…

Image and Video Processing · Electrical Eng. & Systems 2025-05-07 Miriam Cobo , David Corral Fontecha , Wilson Silva , Lara Lloret Iglesias

Amid the proliferation of forged images, notably the tsunami of deepfake content, extensive research has been conducted on using artificial intelligence (AI) to identify forged content in the face of continuing advancements in…

Computer Vision and Pattern Recognition · Computer Science 2024-07-29 Shuhan Cui , Huy H. Nguyen , Trung-Nghia Le , Chun-Shien Lu , Isao Echizen

Despite substantial progress in the field of deep learning, overfitting persists as a critical challenge, and data augmentation has emerged as a particularly promising approach due to its capacity to enhance model generalization in various…

Computer Vision and Pattern Recognition · Computer Science 2023-08-16 Wen Liang , Youzhi Liang , Jianguo Jia

Scientific discoveries are increasingly driven by analyzing large volumes of image data. Many new libraries and specialized database management systems (DBMSs) have emerged to support such tasks. It is unclear, however, how well these…

The compilation and analysis of radiological images poses numerous challenges for researchers. The sheer volume of data as well as the computational needs of algorithms capable of operating on images are extensive. Additionally, the…

Solving complicated AI tasks with different domains and modalities is a key step toward artificial general intelligence. While there are numerous AI models available for various domains and modalities, they cannot handle complicated AI…

Computation and Language · Computer Science 2023-12-05 Yongliang Shen , Kaitao Song , Xu Tan , Dongsheng Li , Weiming Lu , Yueting Zhuang

Artificial intelligence (AI) has shown great promise in revolutionizing the field of digital health by improving disease diagnosis, treatment, and prevention. This paper describes the Health Guardian platform, a non-commercial, scientific…

Systems and Control · Electrical Eng. & Systems 2023-10-04 Vince S. Siu , Kuan Yu Hsieh , Italo Buleje , Takashi Itoh , Tian Hao , Ben Civjan , Nigel Hinds , Bing Dang , Jeffrey L. Rogers , Bo Wen

Coherent microscopy techniques provide an unparalleled multi-scale view of materials across scientific and technological fields, from structural materials to quantum devices, from integrated circuits to biological cells. Driven by the…

The rapid advancement of Artificial Intelligence Generated Content (AIGC) techniques has unlocked opportunities in generating diverse and compelling advertising images based on referenced product images and textual scene descriptions. This…

Graphics · Computer Science 2025-08-19 Yiyun Chen , Weikai Yang

The performance of face analysis and recognition systems depends on the quality of the acquired face data, which is influenced by numerous factors. Automatically assessing the quality of face data in terms of biometric utility can thus be…

Computer Vision and Pattern Recognition · Computer Science 2022-01-14 Torsten Schlett , Christian Rathgeb , Olaf Henniger , Javier Galbally , Julian Fierrez , Christoph Busch

A diversified dataset is crucial for training a well-generalized supervised computer vision algorithm. However, in the field of microbiology, generation and annotation of a diverse dataset including field-taken images are time consuming,…

Image and Video Processing · Electrical Eng. & Systems 2023-06-13 Saber Mirzaee Bafti , Chee Siang Ang , Gianluca Marcelli , Md. Moinul Hossain , Sadiya Maxamhud , Anastasios D. Tsaousis

Foundation models have demonstrated remarkable success across diverse domains and tasks, primarily due to the thrive of large-scale, diverse, and high-quality datasets. However, in the field of medical imaging, the curation and assembling…

Computer Vision and Pattern Recognition · Computer Science 2026-03-31 Zhongying Deng , Cheng Tang , Ziyan Huang , Jiashi Lin , Ying Chen , Junzhi Ning , Chenglong Ma , Jiyao Liu , Wei Li , Yinghao Zhu , Shujian Gao , Yanyan Huang , Sibo Ju , Yanzhou Su , Pengcheng Chen , Wenhao Tang , Tianbin Li , Haoyu Wang , Yuanfeng Ji , Hui Sun , Shaobo Min , Liang Peng , Feilong Tang , Haochen Xue , Rulin Zhou , Chaoyang Zhang , Wenjie Li , Shaohao Rui , Weijie Ma , Xingyue Zhao , Yibin Wang , Kun Yuan , Zhaohui Lu , Shujun Wang , Jinjie Wei , Lihao Liu , Dingkang Yang , Lin Wang , Yulong Li , Haolin Yang , Yiqing Shen , Lequan Yu , Xiaowei Hu , Yun Gu , Yicheng Wu , Benyou Wang , Minghui Zhang , Angelica I. Aviles-Rivero , Qi Gao , Hongming Shan , Xiaoyu Ren , Fang Yan , Hongyu Zhou , Haodong Duan , Maosong Cao , Shanshan Wang , Bin Fu , Xiaomeng Li , Zhi Hou , Chunfeng Song , Lei Bai , Yuan Cheng , Yuandong Pu , Xiang Li , Wenhai Wang , Hao Chen , Jiaxin Zhuang , Songyang Zhang , Huiguang He , Mengzhang Li , Bohan Zhuang , Zhian Bai , Rongshan Yu , Liansheng Wang , Yukun Zhou , Xiaosong Wang , Xin Guo , Guanbin Li , Xiangru Lin , Dakai Jin , Mianxin Liu , Wenlong Zhang , Qi Qin , Conghui He , Yuqiang Li , Ye Luo , Nanqing Dong , Jie Xu , Wenqi Shao , Bo Zhang , Qiujuan Yan , Yihao Liu , Jun Ma , Zhi Lu , Yuewen Cao , Zongwei Zhou , Jianming Liang , Shixiang Tang , Qi Duan , Dongzhan Zhou , Chen Jiang , Yuyin Zhou , Yanwu Xu , Jiancheng Yang , Shaoting Zhang , Xiaohong Liu , Siqi Luo , Yi Xin , Chaoyu Liu , Haochen Wen , Xin Chen , Alejandro Lozano , Min Woo Sun , Yuhui Zhang , Yue Yao , Xiaoxiao Sun , Serena Yeung-Levy , Xia Li , Jing Ke , Chunhui Zhang , Zongyuan Ge , Ming Hu , Jin Ye , Zhifeng Li , Yirong Chen , Yu Qiao , Junjun He

Histopathologic Images (HI) are the gold standard for evaluation of some tumors. However, the analysis of such images is challenging even for experienced pathologists, resulting in problems of inter and intra observer. Besides that, the…

Computer Vision and Pattern Recognition · Computer Science 2019-04-18 Jonathan de Matos , Alceu de Souza Britto , Luiz E. S. Oliveira , Alessandro L. Koerich
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