AIMC Topic: Fluorescent Antibody Technique, Direct

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Classification of renal biopsy direct immunofluorescence image using multiple attention convolutional neural network.

Computer methods and programs in biomedicine Nov 21, 2021
BACKGROUND AND OBJECTIVES: Direct immunofluorescence (DIF) is an important medical evaluation tool for renal pathology. In the DIF images, the deposition appearances and locations of immunoglobulin on glomeruli involve immunological characteristics o...
Neural Networks, Computer Image Processing, Computer-Assisted Biopsy Attention Fluorescent Antibody Technique, Direct
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Use of Convolutional Neural Networks for the Detection of u-Serrated Patterns in Direct Immunofluorescence Images to Facilitate the Diagnosis of Epidermolysis Bullosa Acquisita.

The American journal of pathology Jun 28, 2021
The u-serrated immunodeposition pattern in direct immunofluorescence (DIF) microscopy is a recognizable feature and confirmative for the diagnosis of epidermolysis bullosa acquisita (EBA). Due to unfamiliarity with serrated patterns, serration patter...
Humans Neural Networks, Computer Sensitivity and Specificity Microscopy, Fluorescence Image Interpretation, Computer-Assisted Fluorescent Antibody Technique, Direct Epidermolysis Bullosa Acquisita
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Artificial Intelligence: The Next Frontier in Kidney Biopsy Evaluation.

Clinical journal of the American Society of Nephrology : CJASN Sep 16, 2020
Humans Neural Networks, Computer Artificial Intelligence Kidney Biopsy Nephrology Fluorescent Antibody Technique, Direct
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Evaluation of the Classification Accuracy of the Kidney Biopsy Direct Immunofluorescence through Convolutional Neural Networks.

Clinical journal of the American Society of Nephrology : CJASN Sep 16, 2020
BACKGROUND AND OBJECTIVES: Immunohistopathology is an essential technique in the diagnostic workflow of a kidney biopsy. Deep learning is an effective tool in the elaboration of medical imaging. We wanted to evaluate the role of a convolutional neura...
Humans Neural Networks, Computer Female Aged Adult Male Middle Aged ROC Curve Image Processing, Computer-Assisted Kidney Kidney Diseases Area Under Curve Biopsy Fibrinogen Immunoglobulins Complement C3 Fluorescent Antibody Technique, Direct Complement C1q Immunoglobulin kappa-Chains Immunoglobulin lambda-Chains
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A deep learning approach to direct immunofluorescence pattern recognition in autoimmune bullous diseases.

The British journal of dermatology Jul 16, 2024
BACKGROUND: Artificial intelligence (AI) is reshaping healthcare, using machine and deep learning (DL) to enhance disease management. Dermatology has seen improved diagnostics, particularly in skin cancer detection, through the integration of AI. How...
Humans Algorithms Deep Learning Biopsy Skin Autoimmune Diseases Fluorescent Antibody Technique, Direct Skin Diseases, Vesiculobullous
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