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Biomedical imaging and RNA sequencing with single-cell resolution improves our understanding of white blood cell diseases like leukemia. By combining morphological and transcriptomic data, we can gain insights into cellular functions and…

Computer Vision and Pattern Recognition · Computer Science 2024-08-26 Gizem Mert , Ario Sadafi , Raheleh Salehi , Nassir Navab , Carsten Marr

Label-free single-cell imaging offers a scalable, non-invasive alternative to fluorescence-based cytometry, yet inferring molecular phenotypes directly from bright-field morphology remains challenging. We present a unified Deep Learning…

Computer Vision and Pattern Recognition · Computer Science 2026-05-15 Saqib Nazir , Ardhendu Behera

Accurate classification of blood cells plays a vital role in hematological analysis as it aids physicians in diagnosing various medical conditions. In this study, we present a novel approach for classifying blood cell images known as…

Computer Vision and Pattern Recognition · Computer Science 2024-08-14 Yongcheng Li , Lingcong Cai , Ying Lu , Yupeng Zhang , Jingyan Jiang , Genan Dai , Bowen Zhang , Jingzhou Cao , Xiangzhong Zhang , Xiaomao Fan

Automation-assisted cervical screening via Pap smear or liquid-based cytology (LBC) is a highly effective cell imaging based cancer detection tool, where cells are partitioned into "abnormal" and "normal" categories. However, the success of…

Computer Vision and Pattern Recognition · Computer Science 2018-01-29 Ling Zhang , Le Lu , Isabella Nogues , Ronald M. Summers , Shaoxiong Liu , Jianhua Yao

Medical image classification is crucial for diagnosis and treatment, benefiting significantly from advancements in artificial intelligence. The paper reviews recent progress in the field, focusing on three levels of solutions: basic,…

Image and Video Processing · Electrical Eng. & Systems 2025-06-06 Loan Dao , Ngoc Quoc Ly

Acute and chronic wounds are a challenge to healthcare systems around the world and affect many people's lives annually. Wound classification is a key step in wound diagnosis that would help clinicians to identify an optimal treatment…

Computer Vision and Pattern Recognition · Computer Science 2021-06-07 Behrouz Rostami , D. M. Anisuzzaman , Chuanbo Wang , Sandeep Gopalakrishnan , Jeffrey Niezgoda , Zeyun Yu

Histopathological images are widely used for the analysis of diseased (tumor) tissues and patient treatment selection. While the majority of microscopy image processing was previously done manually by pathologists, recent advances in…

Image and Video Processing · Electrical Eng. & Systems 2024-07-12 Andrey Ignatov , Josephine Yates , Valentina Boeva

The examination of blood samples at a microscopic level plays a fundamental role in clinical diagnostics, influencing a wide range of medical conditions. For instance, an in-depth study of White Blood Cells (WBCs), a crucial component of…

Computer Vision and Pattern Recognition · Computer Science 2023-12-27 Satoshi Tsutsui , Winnie Pang , Bihan Wen

Classification of HEp-2 cell patterns plays a significant role in the indirect immunofluorescence test for identifying autoimmune diseases in the human body. Many automatic HEp-2 cell classification methods have been proposed in recent…

Computer Vision and Pattern Recognition · Computer Science 2020-08-07 Saimunur Rahman , Lei Wang , Changming Sun , Luping Zhou

The flow dynamics of red blood cells in vivo in blood capillaries and in vitro in microfluidic channels is complex. Cells can obtain differnet shapes such as discoid, parachute, slipper-like shapes and various intermediate states depending…

Biological Physics · Physics 2023-04-17 Andreas Link , a Irene Luna Pardo , Bernd Porr , Thomas Franke

Understanding and extracting the patterns of microscopy images has been a major challenge in the biomedical field. Although trained scientists can locate the proteins of interest within a human cell, this procedure is not efficient and…

Computer Vision and Pattern Recognition · Computer Science 2020-06-09 Hanke Chen

White blood cells (WBCs) are the most diverse cell types observed in the healing process of injured skeletal muscles. In the course of healing, WBCs exhibit dynamic cellular response and undergo multiple protein expression changes. The…

Image and Video Processing · Electrical Eng. & Systems 2024-09-12 Yang Jiao , Hananeh Derakhshan , Barbara St. Pierre Schneider , Emma Regentova , Mei Yang

We present a method for a real time visualization and automatic processing for detection and classification of untouched cancer cells in blood during stain free imaging flow cytometry using digital holographic microscopy and machine…

Biological Physics · Physics 2021-06-15 Noga Nissim , Matan Dudaie , Itay Barnea. , Natan T. Shaked

Previous works on segmentation of SEM (scanning electron microscope) blood cell image ignore the semantic segmentation approach of whole-slide blood cell segmentation. In the proposed work, we address the problem of whole-slide blood cell…

Image and Video Processing · Electrical Eng. & Systems 2020-01-29 Muhammad Shahzad , Arif Iqbal Umar , Muazzam A. Khan , Syed Hamad Shirazi , Zakir Khan , Waqas Yousaf

Diagnosing basal cell carcinomas (BCC), one of the most common cutaneous malignancies in humans, is a task regularly performed by pathologists and dermato-pathologists. Improving histological diagnosis by providing diagnosis suggestions,…

Cancer is a leading cause of death in many countries. An early diagnosis of cancer based on biomedical imaging ensures effective treatment and a better prognosis. However, biomedical imaging presents challenges to both clinical institutions…

Computer Vision and Pattern Recognition · Computer Science 2023-01-24 Hosein Barzekar , Yash Patel , Ling Tong , Zeyun Yu

Wireless Capsule Endoscopy (WCE) is device to detect abnormalities in colon,esophagus,small intestinal and stomach, to distinguish bleeding in WCE images from non bleeding is a hard job by human reviewing and very time consuming.…

Computer Vision and Pattern Recognition · Computer Science 2010-07-15 Amer A. Al-Rahayfeh , Abdelshakour A. Abuzneid

Leukemia is diagnosed with complete blood counts which is by calculating all blood cells and compare the number of white blood cells (White Blood Cells / WBC) and red blood cells (Red Blood Cells / RBC). Information obtained from a complete…

Computer Vision and Pattern Recognition · Computer Science 2015-11-17 Esti Suryani , Wiharto Wiharto , Nizomjon Polvonov

The detection of red blood cells based on morphology and colorimetric appearance is very important in improving hematology diagnostics. There are automatons capable of detecting certain forms, but these have limitations with regard to the…

Signal Processing · Electrical Eng. & Systems 2023-02-17 Jerome Nango , J. C. Alico , Sié Ouattara , Alain Clément

There is a strong need for automated systems to improve diagnostic quality and reduce the analysis time in histopathology image processing. Automated detection and classification of pathological tissue characteristics with computer-aided…

Computer Vision and Pattern Recognition · Computer Science 2019-11-22 Muhammed Talo