Pathology

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

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Development and Validation of an Interpretable Machine Learning Model for Early Prognosis Prediction in ICU Patients with Malignant Tumors and Hyperkalemia.

This study aims to develop and validate a machine learning (ML) predictive model for assessing morta...

Jul 2024 39058887
Integrated multi-omics with machine learning to uncover the intricacies of kidney disease.

The development of omics technologies has driven a profound expansion in the scale of biological dat...

Jul 2024 39082652
Data Alchemy: Mitigating Cross-Site Model Variability Through Test Time Data Calibration

Deploying deep learning-based imaging tools across various clinical sites poses significant challe...

Virtual Gram staining of label-free bacteria using darkfield microscopy and deep learning

Gram staining has been one of the most frequently used staining protocols in microbiology for over...

Histopathological Image Classification with Cell Morphology Aware Deep Neural Networks

Histopathological images are widely used for the analysis of diseased (tumor) tissues and patient ...

Can virtual staining for high-throughput screening generalize?

The large volume and variety of imaging data from high-throughput screening (HTS) in the pharmaceu...

WSI-VQA: Interpreting Whole Slide Images by Generative Visual Question Answering

Whole slide imaging is routinely adopted for carcinoma diagnosis and prognosis. Abundant experienc...

Accelerating MRI Uncertainty Estimation with Mask-based Bayesian Neural Network

Accurate and reliable Magnetic Resonance Imaging (MRI) analysis is particularly important for adap...

Solving the inverse problem of microscopy deconvolution with a residual Beylkin-Coifman-Rokhlin neural network

Optic deconvolution in light microscopy (LM) refers to recovering the object details from images, ...

A Pan-Cancer Patient-Derived Xenograft Histology Image Repository with Genomic and Pathologic Annotations Enables Deep Learning Analysis.

Patient-derived xenografts (PDX) model human intra- and intertumoral heterogeneity in the context of...

Jul 2024 39082680
Impact of Transfer Learning Using Local Data on Performance of a Deep Learning Model for Screening Mammography.

Purpose To investigate the issues of generalizability and replication of deep learning models by ass...

Jul 2024 38717291
Histological tissue classification with a novel statistical filter-based convolutional neural network.

Deep networks have been of considerable interest in literature and have enabled the solution of rece...

Jul 2024 38868912
Metabolomic profiling and accurate diagnosis of basal cell carcinoma by MALDI imaging and machine learning.

Basal cell carcinoma (BCC), the most common keratinocyte cancer, presents a substantial public healt...

Jul 2024 39036889
DeepSeg: A transfer-learning segmentation tool for limited sample training of nonhuman primate MRI.

Tissue segmentation of individual magnetic resonance imaging (MRI) is a fundamental step in building...

Jul 2024 40031470
PET Myocardial Flow Reserve Estimation from 4D-Coronary-CT using Deep Neural Network.

The myocardial flow reserve (MFR) index proves to be a highly effective means of assessing the sever...

Jul 2024 40039304
High-rate emphasized DeepLabV3Plus for Semantic Segmentation of Breast Cancer-related Hematoxylin and Eosin-stained Images.

Deep learning algorithms have been successfully adopted to extract meaningful information from digit...

Jul 2024 40039512
Beyond Dysplasia: Uncovering Structure in Oral Potentially Malignant Diseases with Unsupervised Contrastive Learning.

Automated cancer diagnosis research often focuses on a binary task - recognize dysplasia and cancer ...

Jul 2024 40039551
A CNN-GNN Approach for Polarity Vectors Prediction in 3D Microscopy Images.

The polarity between nuclei and Golgi is an important aspect of cellular division, migration and sig...

Jul 2024 40039635
C2P-GCN: Cell-to-Patch Graph Convolutional Network for Colorectal Cancer Grading.

Graph-based learning approaches, due to their ability to encode tissue/organ structure information, ...

Jul 2024 40039760
Automated Intraoperative Visual Detection of Pediatric Epileptogenic Brain Lesions Using a Machine Learning Classifier.

450,000 children with epilepsy in the United States suffer lifelong disability and are at risk of su...

Jul 2024 40039835
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