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Related papers: RegWSI: Whole Slide Image Registration using Combi…

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Multi-stain whole-slide-image (WSI) registration is an active field of research. It is unclear, however, how the current WSI registration methods would perform on a real-world data set. AutomatiC Registration Of Breast cAncer Tissue…

Image and Video Processing · Electrical Eng. & Systems 2022-08-29 Satoshi Kondo , Satoshi Kasai , Kousuke Hirasawa

DeeperHistReg is a software framework dedicated to registering whole slide images (WSIs) acquired using multiple stains. It allows one to perform the preprocessing, initial alignment, and nonrigid registration of WSIs acquired using…

Image and Video Processing · Electrical Eng. & Systems 2024-04-24 Marek Wodzinski , Niccolò Marini , Manfredo Atzori , Henning Müller

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

Joint analysis of multiple biomarker images and tissue morphology is important for disease diagnosis, treatment planning and drug development. It requires cross-staining comparison among Whole Slide Images (WSIs) of immuno-histochemical and…

Image and Video Processing · Electrical Eng. & Systems 2022-07-05 Abubakr Shafique , Morteza Babaie , Mahjabin Sajadi , Adrian Batten , Soma Skdar , H. R. Tizhoosh

Whole Slide Images (WSIs) provide exceptional detail for studying tissue architecture at the cell level. To study tumour microenvironment (TME) with the context of various protein biomarkers and cell sub-types, analysis and registration of…

Computer Vision and Pattern Recognition · Computer Science 2024-04-29 Adith Jeyasangar , Abdullah Alsalemi , Shan E Ahmed Raza

Cross-slide image analysis provides additional information by analysing the expression of different biomarkers as compared to a single slide analysis. These biomarker stained slides are analysed side by side, revealing unknown relations…

Image and Video Processing · Electrical Eng. & Systems 2022-04-27 Ruqayya Awan , Shan E Ahmed Raza , Johannes Lotz , Nick Weiss , Nasir Rajpoot

Whole slide image (WSI) registration is an essential task for analysing the tumour microenvironment (TME) in histopathology. It involves the alignment of spatial information between WSIs of the same section or serial sections of a tissue…

Image and Video Processing · Electrical Eng. & Systems 2025-02-27 Behnaz Elhaminia , Abdullah Alsalemi , Esha Nasir , Mostafa Jahanifar , Ruqayya Awan , Lawrence S. Young , Nasir M. Rajpoot , Fayyaz Minhas , Shan E Ahmed Raza

Accurate and efficient registration of whole slide images (WSIs) is essential for high-resolution, nuclei-level analysis in multi-stained tissue slides. We propose a novel coarse-to-fine framework CORE for accurate nuclei-level registration…

Whole-slide images (WSIs) are fundamental for computational pathology, where accurate lesion segmentation is critical for clinical decision making. Existing methods partition WSIs into discrete patches, disrupting spatial continuity and…

Computer Vision and Pattern Recognition · Computer Science 2026-03-05 Yunheng Wu , Wenqi Huang , Liangyi Wang , Masahiro Oda , Yuichiro Hayashi , Daniel Rueckert , Kensaku Mori

The expensive fine-grained annotation and data scarcity have become the primary obstacles for the widespread adoption of deep learning-based Whole Slide Images (WSI) classification algorithms in clinical practice. Unlike few-shot learning…

Computer Vision and Pattern Recognition · Computer Science 2024-10-01 Kexue Fu , Xiaoyuan Luo , Linhao Qu , Shuo Wang , Ying Xiong , Ilias Maglogiannis , Longxiang Gao , Manning Wang

Whole slide imaging (WSI) is an emerging technology for digital pathology. The process of autofocusing is the main influence of the performance of WSI. Traditional autofocusing methods either are time-consuming due to repetitive mechanical…

Image and Video Processing · Electrical Eng. & Systems 2020-03-17 Qiang Li , Xianming Liu , Kaige Han , Cheng Guo , Xiangyang Ji , Xiaolin Wu

High-fidelity registration of histopathological whole slide images (WSIs), such as hematoxylin & eosin (H&E) and immunohistochemistry (IHC), is vital for integrated molecular analysis but challenging to evaluate without ground-truth (GT)…

Computer Vision and Pattern Recognition · Computer Science 2026-02-05 Shikha Dubey , Patricia Raciti , Kristopher Standish , Albert Juan Ramon , Erik Ames Burlingame

Histopathology whole slide images (WSIs) play a very important role in clinical studies and serve as the gold standard for many cancer diagnoses. However, generating automatic tools for processing WSIs is challenging due to their enormous…

Computer Vision and Pattern Recognition · Computer Science 2022-09-28 Jingwei Zhang , Xin Zhang , Ke Ma , Rajarsi Gupta , Joel Saltz , Maria Vakalopoulou , Dimitris Samaras

Computational methods on analyzing Whole Slide Images (WSIs) enable early diagnosis and treatments by supporting pathologists in detection and classification of tumors. However, the extremely high resolution of WSIs makes end-to-end…

Computer Vision and Pattern Recognition · Computer Science 2026-03-18 Umar Marikkar , Muhammad Awais , Sara Atito

Motivation: High resolution 2D whole slide imaging provides rich information about the tissue structure. This information can be a lot richer if these 2D images can be stacked into a 3D tissue volume. A 3D analysis, however, requires…

The advancement of digital pathology, particularly through computational analysis of whole slide images (WSI), is poised to significantly enhance diagnostic precision and efficiency. However, the large size and complexity of WSIs make it…

Computer Vision and Pattern Recognition · Computer Science 2024-11-14 Ravi Kant Gupta , Dadi Dharani , Shambhavi Shanker , Amit Sethi

Histology slide digitization is becoming essential for telepathology (remote consultation), knowledge sharing (education), and using the state-of-the-art artificial intelligence algorithms (augmented/automated end-to-end clinical…

Image and Video Processing · Electrical Eng. & Systems 2024-05-15 Talat Zehra , Joseph Marino , Wendy Wang , Grigoriy Frantsuzov , Saad Nadeem

We address the challenging problem of whole slide image (WSI) classification. WSIs have very high resolutions and usually lack localized annotations. WSI classification can be cast as a multiple instance learning (MIL) problem when only…

Computer Vision and Pattern Recognition · Computer Science 2021-04-05 Bin Li , Yin Li , Kevin W. Eliceiri

Consecutive thin sections of tissue samples make it possible to study local variation in e.g. protein expression and tumor heterogeneity by staining for a new protein in each section. In order to compare and correlate patterns of different…

Computer Vision and Pattern Recognition · Computer Science 2019-01-25 Leslie Solorzano , Gabriela M. Almeida , Bárbara Mesquita , Diana Martins , Carla Oliveira , Carolina Wählby
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