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Many medical and biological protocols for analyzing individual biological cells involve morphological evaluation based on cell staining, designed to enhance imaging contrast and enable clinicians and biologists to differentiate between…

Breast cancer presents a significant healthcare challenge globally, demanding precise diagnostics and effective treatment strategies, where histopathological examination of Hematoxylin and Eosin (H&E) stained tissue sections plays a central…

Image and Video Processing · Electrical Eng. & Systems 2024-08-06 Linhao Qu , Chengsheng Zhang , Guihui Li , Haiyong Zheng , Chen Peng , Wei He

Histopathology, particularly hematoxylin and eosin (H\&E) staining, plays a critical role in diagnosing and characterizing pathological conditions by highlighting tissue morphology. However, H\&E-stained images inherently lack molecular…

Computational Engineering, Finance, and Science · Computer Science 2025-01-28 Qing Wang , Wen-jie Chen , Bo Li , Jing Su , Guangyu Wang , Qianqian Song

Immunohistochemical (IHC) staining enables precise molecular profiling of protein expression, with over 200 clinically available antibody-based tests in modern pathology. However, comprehensive IHC analysis is frequently limited by…

Computer Vision and Pattern Recognition · Computer Science 2026-02-27 Fuqiang Chen , Ranran Zhang , Wanming Hu , Deboch Eyob Abera , Yue Peng , Boyun Zheng , Yiwen Sun , Jing Cai , Wenjian Qin

While multiplex immunofluorescence (mIF) imaging provides deep, spatially-resolved molecular data, integrating this information with the morphological standard of Hematoxylin & Eosin (H&E) can be very important for obtaining complementary…

Quantitative Methods · Quantitative Biology 2025-08-08 Jillur Rahman Saurav , Mohammad Sadegh Nasr , Jacob M. Luber

Immunohistochemical (IHC) staining highlights the molecular information critical to diagnostics in tissue samples. However, compared to H&E staining, IHC staining can be much more expensive in terms of both labor and the laboratory…

Computer Vision and Pattern Recognition · Computer Science 2023-03-14 Fangda Li , Zhiqiang Hu , Wen Chen , Avinash Kak

Hematoxylin and Eosin (H&E) has been the gold standard in tissue analysis for decades, however, tissue specimens stained in different laboratories vary, often significantly, in appearance. This variation poses a challenge for both…

Image and Video Processing · Electrical Eng. & Systems 2025-06-25 Umair Khan , Jouni Härkönen , Marjukka Friman , Leena Latonen , Teijo Kuopio , Pekka Ruusuvuori

Virtual stain transfer is a promising area of research in Computational Pathology, which has a great potential to alleviate important limitations when applying deeplearningbased solutions such as lack of annotations and sensitivity to a…

Computer Vision and Pattern Recognition · Computer Science 2022-10-19 Jelica Vasiljević , Friedrich Feuerhake , Cédric Wemmert , Thomas Lampert

Virtual histology is an emerging field in biomedicine that enables three-dimensional tissue visualization using X-ray micro-computed tomography. However, the method still lacks the specificity of conventional histology, in which parts of…

Modern histopathology relies on the microscopic examination of thin tissue sections stained with histochemical techniques, typically using brightfield or fluorescence microscopy. However, the staining of samples can permanently alter their…

Histological staining of tissue biopsies, especially hematoxylin and eosin (H&E) staining, serves as the benchmark for disease diagnosis and comprehensive clinical assessment of tissue. However, the process is laborious and time-consuming,…

Immunohistochemistry (IHC) provides information on protein expression in tissue sections and is commonly used to support pathology diagnosis and disease triage. While AI models for H\&E-stained slides show promise, their applicability to…

Histological staining is the gold standard for tissue examination in clinical pathology and life-science research, which visualizes the tissue and cellular structures using chromatic dyes or fluorescence labels to aid the microscopic…

Medical Physics · Physics 2023-03-07 Bijie Bai , Xilin Yang , Yuzhu Li , Yijie Zhang , Nir Pillar , Aydogan Ozcan

H&E-to-IHC stain translation techniques offer a promising solution for precise cancer diagnosis, especially in low-resource regions where there is a shortage of health professionals and limited access to expensive equipment. Considering the…

Image and Video Processing · Electrical Eng. & Systems 2024-09-04 Song Wang , Zhong Zhang , Huan Yan , Ming Xu , Guanghui Wang

Histological examination is a crucial step in an autopsy; however, the traditional histochemical staining of post-mortem samples faces multiple challenges, including the inferior staining quality due to autolysis caused by delayed fixation…

Registration of serial whole-slide histopathological images (WSIs) is critical for enabling direct comparison across diverse stains and for preparing paired datasets in artificial intelligence (AI) workflows such as virtual staining and…

Computer Vision and Pattern Recognition · Computer Science 2025-09-04 Zeyu Liu , Shengwei Ding

Renal pathology, as the gold standard of kidney disease diagnosis, requires doctors to analyze a series of tissue slices stained by H&E staining and special staining like Masson, PASM, and PAS, respectively. These special staining methods…

Image and Video Processing · Electrical Eng. & Systems 2023-09-19 Tao Ma , Chao Zhang , Min Lu , Lin Luo

Computational pathology is a domain that aims to develop algorithms to automatically analyze large digitized histopathology images, called whole slide images (WSI). WSIs are produced scanning thin tissue samples that are stained to make…

Image and Video Processing · Electrical Eng. & Systems 2022-01-20 Niccoló Marini , Manfredo Atzori , Sebastian Otálora , Stephane Marchand-Maillet , Henning Müller

Due to recent advances in technology, digitized histopathology images are now widely available for both clinical and research purposes. Accordingly, research into computerized image analysis algorithms for digital histopathology images has…

Image and Video Processing · Electrical Eng. & Systems 2020-04-01 Alison K. Cheeseman , Hamid R. Tizhoosh , Edward R. Vrscay

Histological examination is crucial for cancer diagnosis, including hematoxylin and eosin (H&E) staining for mapping morphology and immunohistochemistry (IHC) staining for revealing chemical information. Recently developed two-color…

Tissues and Organs · Quantitative Biology 2023-09-22 Hongli Ni , Chinmayee Prabhu Dessai , Haonan Lin , Wei Wang , Shaoxiong Chen , Yuhao Yuan , Xiaowei Ge , Jianpeng Ao , Nolan Vild , Ji-Xin Cheng