Pathology

Latest AI and machine learning research in pathology for healthcare professionals.

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Weakly Supervised Contrastive Learning for Histopathology Patch Embeddings

Digital histopathology whole slide images (WSIs) provide gigapixel-scale high-resolution images that...

Singpath-VL Technical Report

We present Singpath-VL, a vision-language large model, to fill the vacancy of AI assistant in cervic...

Efficient Special Stain Classification

Stains are essential in histopathology to visualize specific tissue characteristics, with Haematoxyl...

Decoding Future Risk: Deep Learning Analysis of Tubular Adenoma Whole-Slide Images

Colorectal cancer (CRC) remains a significant cause of cancer-related mortality, despite the widespr...

Are Vision Foundation Models Foundational for Electron Microscopy Image Segmentation?

Although vision foundation models (VFMs) are increasingly reused for biomedical image analysis, it r...

Deep Learning-Based Fixation Type Prediction for Quality Assurance in Digital Pathology

Accurate annotation of fixation type is a critical step in slide preparation for pathology laborator...

CytoCrowd: A Multi-Annotator Benchmark Dataset for Cytology Image Analysis

High-quality annotated datasets are crucial for advancing machine learning in medical image analysis...

Generalization of Self-Supervised Vision Transformers for Protein Localization Across Microscopy Domains

Task-specific microscopy datasets are often too small to train deep learning models that learn robus...

A Unified Multimodal Framework for Dataset Construction and Model-Based Diagnosis of Ameloblastoma

Artificial intelligence (AI)-enabled diagnostics in maxillofacial pathology require structured, high...

Generalization of Self-Supervised Vision Transformers for Protein Localization Across Microscopy Domains

Task-specific microscopy datasets are often too small to train deep learning models that learn robus...

Fast Organ-of-Origin Classification for Digital Pathology Quality Control

Digitizing large histopathology archives requires processing millions of scanned whole slide images ...

Structure-aware Graph Learning Predicts RNA Editability Across Tissues and Species

Programmable A-to-I RNA editing using endogenous ADAR enzymes is emerging as a therapeutic strategy,...

ImmuVis: Hyperconvolutional Foundation Model for Imaging Mass Cytometry

We present ImmuVis, an efficient convolutional foundation model for imaging mass cytometry (IMC), a ...

XtraLight-MedMamba for Classification of Neoplastic Tubular Adenomas

Accurate risk stratification of precancerous polyps during routine colonoscopy screenings is essenti...

AtlasPatch: An Efficient and Scalable Tool for Whole Slide Image Preprocessing in Computational Pathology

Whole-slide image (WSI) preprocessing, typically comprising tissue detection followed by patch extra...

Fast, Unsupervised Framework for Registration Quality Assessment of Multi-stain Histological Whole Slide Pairs

High-fidelity registration of histopathological whole slide images (WSIs), such as hematoxylin & eos...

iSight: Towards expert-AI co-assessment for improved immunohistochemistry staining interpretation

Immunohistochemistry (IHC) provides information on protein expression in tissue sections and is comm...

Multiparameter Uncertainty Mapping in Quantitative Molecular MRI using a Physics-Structured Variational Autoencoder (PS-VAE)

Quantitative imaging methods, such as magnetic resonance fingerprinting (MRF), aim to extract interp...

Physics-Informed Neural Network for Mapping Vascular and Tissue Dynamics Using Laser Speckle Contrast Imaging

Significance: Quantitatively mapping both cerebral blood flow and tissue dynamics from laser speckle...

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