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ComfyUI is a popular workflow-based interface that allows users to customize image generation tasks through an intuitive node-based system. However, the complexity of managing node connections and diverse modules can be challenging for…

Multiagent Systems · Computer Science 2025-09-18 Oucheng Huang , Yuhang Ma , Zeng Zhao , Mingrui Wu , Jiayi Ji , Rongsheng Zhang , Zhipeng Hu , Xiaoshuai Sun , Rongrong Ji

Even foundational models that are trained on datasets with billions of data samples may develop shortcuts that lead to overfitting and bias. Shortcuts are non-relevant patterns in data, such as the background color or color intensity. So,…

We present Spectral GUI, a multiplatform breast MR image analysis tool designed to facilitate the segmentation of fibro glandular tissues and lesions in T1 weighted breast MR images via a graphical user interface (GUI). Spectral GUIR uses…

Image and Video Processing · Electrical Eng. & Systems 2020-04-21 Prajval Koul

Decision-makers in GIS need to combine a series of spatial algorithms and operations to solve geospatial tasks. For example, in the task of facility siting, the Buffer tool is usually first used to locate areas close or away from some…

Computation and Language · Computer Science 2023-07-18 Yifan Zhang , Cheng Wei , Shangyou Wu , Zhengting He , Wenhao Yu

Precision oncology requires accurate molecular insights, yet obtaining these directly from genomics is costly and time-consuming for broad clinical use. Predicting complex molecular features and patient prognosis directly from routine…

Computer Vision and Pattern Recognition · Computer Science 2025-06-25 Cheng Jin , Fengtao Zhou , Yunfang Yu , Jiabo Ma , Yihui Wang , Yingxue Xu , Huajun Zhou , Hao Jiang , Luyang Luo , Luhui Mao , Zifan He , Xiuming Zhang , Jing Zhang , Ronald Chan , Herui Yao , Hao Chen

Vision-language models (VLMs) have shown considerable potential in digital pathology, yet their effectiveness remains limited for fine-grained, disease-specific classification tasks such as distinguishing between glomerular subtypes. The…

Computer Vision and Pattern Recognition · Computer Science 2025-11-18 Zhenhao Guo , Rachit Saluja , Tianyuan Yao , Quan Liu , Yuankai Huo , Benjamin Liechty , David J. Pisapia , Kenji Ikemura , Mert R. Sabuncu , Yihe Yang , Ruining Deng

CellProfiler is a widely used software for creating reproducible, reusable image analysis workflows without needing to code. In addition to the >90 modules that make up the main CellProfiler program, CellProfiler has a plugins system that…

Multiple-instance Learning (MIL) is commonly used to undertake computational pathology (CPath) tasks, and the use of multi-scale patches allows diverse features across scales to be learned. Previous studies using multi-scale features in…

Computer Vision and Pattern Recognition · Computer Science 2026-02-03 Shuyang Wu , Yifu Qiu , Ines P. Nearchou , Sandrine Prost , Jonathan A Fallowfield , Hakan Bilen , Timothy J Kendall

In recent years, deep learning has successfully been applied to automate a wide variety of tasks in diagnostic histopathology. However, fast and reliable localization of small-scale regions-of-interest (ROI) has remained a key challenge, as…

Image and Video Processing · Electrical Eng. & Systems 2022-01-06 Jon Braatz , Pranav Rajpurkar , Stephanie Zhang , Andrew Y. Ng , Jeanne Shen

Adaptive medical AI models often face performance drops in dynamic clinical environments due to data drift. We propose an autonomous continuous monitoring and data integration framework that maintains robust performance over time. Focusing…

Computer Vision and Pattern Recognition · Computer Science 2026-04-13 Mohammad Daouk , Jan Ulrich Becker , Neeraja Kambham , Anthony Chang , Chandra Mohan , Hien Van Nguyen

We focus on tertiary lymphoid structure (TLS) semantic segmentation in whole slide image (WSI). Unlike TLS binary segmentation, TLS semantic segmentation identifies boundaries and maturity, which requires integrating contextual information…

Computer Vision and Pattern Recognition · Computer Science 2024-12-10 Lei Su , Yang Du

The early detection of glottic carcinoma is critical for improving patient outcomes, as it enables timely intervention, preserves vocal function, and significantly reduces the risk of tumor progression and metastasis. However, the…

Computer Vision and Pattern Recognition · Computer Science 2024-12-25 Zhaohui Jin , Yi Shuai , Yongcheng Li , Lingcong Cai , Yun Li , Huifen Liu , Xiaomao Fan

In recent years, Artificial Intelligence (AI) has proven its relevance for medical decision support. However, the "black-box" nature of successful AI algorithms still holds back their wide-spread deployment. In this paper, we describe an…

Computer Vision and Pattern Recognition · Computer Science 2021-07-23 Gwenolé Quellec , Hassan Al Hajj , Mathieu Lamard , Pierre-Henri Conze , Pascale Massin , Béatrice Cochener

Recent AI navigation approaches aim to improve Whole-Slide Image (WSI) diagnosis by modeling spatial exploration and selecting diagnostically relevant regions, yet most operate at a single fixed magnification or rely on predefined…

Computer Vision and Pattern Recognition · Computer Science 2026-03-03 Zhengyang Xu , Han Li , Jingsong Liu , Linrui Xie , Xun Ma , Xin You , Shihui Zu , Ayako Ito , Xinyu Hao , Hongming Xu , Shaohua Kevin Zhou , Nassir Navab , Peter J. Schüffler

Early identification of a polyp in the lower gastrointestinal (GI) tract can lead to prevention of life-threatening colorectal cancer. Developing computer-aided diagnosis (CAD) systems to detect polyps can improve detection accuracy and…

Image and Video Processing · Electrical Eng. & Systems 2022-06-01 Jan Andre Fagereng , Vajira Thambawita , Andrea M. Storås , Sravanthi Parasa , Thomas de Lange , Pål Halvorsen , Michael A. Riegler

Biopsy is commonly used to confirm cancer diagnosis when radiologically indicated. Given the ability of PET to localize malignancies in heterogeneous tumors and tumors that do not have a CT correlate, PET/CT guided biopsy may improve the…

Whole slide imaging (WSI) refers to the digitization of a tissue specimen which enables pathologists to explore high-resolution images on a monitor rather than through a microscope. The formation of tissue folds occur during tissue…

Image and Video Processing · Electrical Eng. & Systems 2019-03-19 Morteza Babaie , H. R. Tizhoosh

Accurate prediction of protein-ligand binding affinity plays a pivotal role in accelerating the discovery of novel drugs and vaccines, particularly for gastrointestinal (GI) diseases such as gastric ulcers, Crohn's disease, and ulcerative…

Machine Learning · Computer Science 2025-11-11 Ziyang Gao , Annie Cheung , Yihao Ou

Tumor is a leading cause of death worldwide, with an estimated 10 million deaths attributed to tumor-related diseases every year. AI-driven tumor recognition unlocks new possibilities for more precise and intelligent tumor screening and…

In the recent years, artificial intelligence (AI) and its leading subtypes, machine learning (ML) and deep learning (DL) and their applications are spreading very fast in various aspects such as medicine. Today the most important challenge…