AIMC Topic: Cytodiagnosis

Clear Filters Showing 41 to 50 of 82 articles

Diagnosing thyroid nodules with atypia of undetermined significance/follicular lesion of undetermined significance cytology with the deep convolutional neural network.

Scientific reports Oct 8, 2021
To compare the diagnostic performances of physicians and a deep convolutional neural network (CNN) predicting malignancy with ultrasonography images of thyroid nodules with atypia of undetermined significance (AUS)/follicular lesion of undetermined s...
Female Humans Male Cytodiagnosis Middle Aged Observer Variation Thyroid Neoplasms Biopsy, Fine-Needle Ultrasonography Neural Networks, Computer Adenocarcinoma, Follicular Thyroid Nodule Prognosis Follow-Up Studies Retrospective Studies Cytological Techniques
View on PubMed DOI

Segmentation of Overlapping Cervical Cells with Mask Region Convolutional Neural Network.

Computational and mathematical methods in medicine Oct 4, 2021
The task of segmenting cytoplasm in cytology images is one of the most challenging tasks in cervix cytological analysis due to the presence of fuzzy and highly overlapping cells. Deep learning-based diagnostic technology has proven to be effective in...
Humans Neural Networks, Computer Databases, Factual Image Interpretation, Computer-Assisted Vaginal Smears Cytoplasm Computational Biology Cervix Uteri Cytodiagnosis Female Uterine Cervical Neoplasms Deep Learning
View on PubMed DOI

Robust whole slide image analysis for cervical cancer screening using deep learning.

Nature communications Sep 24, 2021
Computer-assisted diagnosis is key for scaling up cervical cancer screening. However, current recognition algorithms perform poorly on whole slide image (WSI) analysis, fail to generalize for diverse staining and imaging, and show sub-optimal clinica...
Diagnosis, Computer-Assisted Deep Learning ROC Curve Image Processing, Computer-Assisted Early Detection of Cancer Cytodiagnosis Neural Networks, Computer Female Reproducibility of Results Uterine Cervical Neoplasms Humans
View on PubMed DOI

Prediction of skin disease using a new cytological taxonomy based on cytology and pathology with deep residual learning method.

Scientific reports Jul 2, 2021
With the development of artificial intelligence, technique improvement of the classification of skin disease is addressed. However, few study concerned on the current classification system of International Classification of Diseases, Tenth Revision (...
Artificial Intelligence Disease Progression Deep Learning Skin Humans Neural Networks, Computer Cytodiagnosis Skin Diseases
View on PubMed DOI

A Preliminary Study of Deep-Learning Algorithm for Analyzing Multiplex Immunofluorescence Biomarkers in Body Fluid Cytology Specimens.

Acta cytologica Jun 2, 2021
INTRODUCTION: Multiplex biomarker analysis of cytological body fluid specimens is often used to assist cytologists in distiguishing metastatic cancer cells from reactive mesothelial cells. However, evaluating biomarker expression visually may be chal...
Pleural Effusion, Malignant Fluorescent Antibody Technique Predictive Value of Tests Microscopy, Fluorescence Feasibility Studies Cytodiagnosis Image Processing, Computer-Assisted Adenocarcinoma Diagnosis, Differential Humans Retrospective Studies Reproducibility of Results Biomarkers, Tumor Diagnosis, Computer-Assisted Deep Learning
View on PubMed DOI

A deep learning system to diagnose the malignant potential of urothelial carcinoma cells in cytology specimens.

Cancer cytopathology May 12, 2021
BACKGROUND: Although deep learning algorithms for clinical cytology have recently been developed, their application to practical assistance systems has not been achieved. In addition, whether deep learning systems (DLSs) can perform diagnoses that ca...
Deep Learning Urinary Bladder Neoplasms Cytodiagnosis Carcinoma, Transitional Cell Neural Networks, Computer Female Male Urine Humans
View on PubMed DOI

Deep learning based digital cell profiles for risk stratification of urine cytology images.

Cytometry. Part A : the journal of the International Society for Analytical Cytology Feb 20, 2021
Urine cytology is a test for the detection of high-grade bladder cancer. In clinical practice, the pathologist would manually scan the sample under the microscope to locate atypical and malignant cells. They would assess the morphology of these cells...
Risk Assessment Deep Learning ROC Curve Cytodiagnosis
View on PubMed DOI

The emerging role of deep learning in cytology.

Cytopathology : official journal of the British Society for Clinical Cytology Dec 17, 2020
Deep learning (DL) is a component or subset of artificial intelligence. DL has contributed significant change in feature extraction and image classification. Various algorithmic models are used in DL such as a convolutional neural network (CNN), recu...
Animals Deep Learning Cytological Techniques Cytodiagnosis Humans Neural Networks, Computer Artificial Intelligence Algorithms
View on PubMed DOI

Challenges Developing Deep Learning Algorithms in Cytology.

Acta cytologica Nov 2, 2020
BACKGROUND: The incorporation of digital pathology into routine pathology practice is becoming more widespread. Definite advantages exist with respect to the implementation of artificial intelligence (AI) and deep learning in pathology, including cyt...
Quality Indicators, Health Care Computer Security Pathology Deep Learning Humans Automation, Laboratory Predictive Value of Tests Reproducibility of Results Cytodiagnosis Diagnosis, Computer-Assisted Image Interpretation, Computer-Assisted
View on PubMed DOI

Developing a Machine Learning Algorithm for Identifying Abnormal Urothelial Cells: A Feasibility Study.

Acta cytologica Oct 6, 2020
INTRODUCTION: Urine cytology plays an important role in diagnosing urothelial carcinoma (UC). However, urine cytology interpretation is subjective and difficult. Morphogo (ALAB, Boston, MA, USA), equipped with automatic acquisition and scanning, opti...
Urine Proof of Concept Study Male Female Urothelium Reproducibility of Results Middle Aged Humans Feasibility Studies Aged Diagnosis, Computer-Assisted Neural Networks, Computer Cytodiagnosis Aged, 80 and over Urologic Neoplasms Machine Learning Image Interpretation, Computer-Assisted Predictive Value of Tests Prostatic Neoplasms Carcinoma
View on PubMed DOI
Popular Topics
Recent Journals