Pathology

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

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[Construction and preliminary validation of machine learning predictive models for cervical cancer screening based on human DNA methylation].

Using methylation characteristics of human genes to construct machine learning predictive models fo...

Feb 2025 39939021
Patch Stitching Data Augmentation for Cancer Classification in Pathology Images

Computational pathology, integrating computational methods and digital imaging, has shown to be ef...

USegMix: Unsupervised Segment Mix for Efficient Data Augmentation in Pathology Images

In computational pathology, researchers often face challenges due to the scarcity of labeled patho...

TRUSWorthy: Toward Clinically Applicable Deep Learning for Confident Detection of Prostate Cancer in Micro-Ultrasound

While deep learning methods have shown great promise in improving the effectiveness of prostate ca...

A Mobile Robotic Approach to Autonomous Surface Scanning in Legal Medicine

Purpose: Comprehensive legal medicine documentation includes both an internal but also an external...

MedFuncta: Modality-Agnostic Representations Based on Efficient Neural Fields

Recent research in medical image analysis with deep learning almost exclusively focuses on grid- o...

Inverse Flow and Consistency Models

Inverse generation problems, such as denoising without ground truth observations, is a critical ch...

Deep Learning for Wound Tissue Segmentation: A Comprehensive Evaluation using A Novel Dataset

Deep learning (DL) techniques have emerged as promising solutions for medical wound tissue segment...

Leveraging large language models for structured information extraction from pathology reports

Background: Structured information extraction from unstructured histopathology reports facilitates...

Detection and classification of glomerular lesions in kidney graft biopsies using 2-stage deep learning approach.

Acute allograft rejection in patients undergoing renal transplantation is diagnosed through histopat...

Feb 2025 39960931
Acute Lymphoblastic Leukemia Diagnosis Employing YOLOv11, YOLOv8, ResNet50, and Inception-ResNet-v2 Deep Learning Models

Thousands of individuals succumb annually to leukemia alone. As artificial intelligence-driven tec...

MANTIS: Detection of Zero-Day Malicious Domains Leveraging Low Reputed Hosting Infrastructure

Internet miscreants increasingly utilize short-lived disposable domains to launch various attacks....

PathFinder: A Multi-Modal Multi-Agent System for Medical Diagnostic Decision-Making Applied to Histopathology

Diagnosing diseases through histopathology whole slide images (WSIs) is fundamental in modern path...

Revealing Subtle Phenotypes in Small Microscopy Datasets Using Latent Diffusion Models

Identifying subtle phenotypic variations in cellular images is critical for advancing biological r...

Generalizable Cervical Cancer Screening via Large-scale Pretraining and Test-Time Adaptation

Cervical cancer is a leading malignancy in female reproductive system. While AI-assisted cytology ...

ViLa-MIL: Dual-scale Vision-Language Multiple Instance Learning for Whole Slide Image Classification

Multiple instance learning (MIL)-based framework has become the mainstream for processing the whol...

Foundation Models in Computational Pathology: A Review of Challenges, Opportunities, and Impact

From self-supervised, vision-only models to contrastive visual-language frameworks, computational ...

Joint Modelling Histology and Molecular Markers for Cancer Classification

Cancers are characterized by remarkable heterogeneity and diverse prognosis. Accurate cancer class...

Novel computational workflows for natural and biomedical image processing based on hypercomplex algebras

Hypercomplex image processing extends conventional techniques in a unified paradigm encompassing a...

MGPATH: Vision-Language Model with Multi-Granular Prompt Learning for Few-Shot WSI Classification

Whole slide pathology image classification presents challenges due to gigapixel image sizes and li...

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