Tag Archives: Deep learning

Pareto Optimized Adaptive Learning with Transposed Convolution for Image Fusion Alzheimer’s Disease Classification

Modupe Odusami et al. Pareto Optimized Adaptive Learning with Transposed Convolution for Image Fusion Alzheimer’s Disease Classification Brain Sciences. Publication Date July 8, 2023 How Analyze was Used “Morphological operations are carried out on MRI and PET images using Analyze 14.0 software and after which PET images are manipulated for the desired angle of alignment…

A fully automated deep learning pipeline for micro-CT-imaging-based densitometry of lung fibrosis murine models

Elena Vincenzi et al. A fully automated deep learning pipeline for micro-CT-imaging-based densitometry of lung fibrosis murine models Respiratory Research. Publication Date November 11, 2022 How Analyze was Used “Each µCT volume was segmented semi-automatically by trained operators by means of Analyze software (Analyze 12.0), according to Chiesi Farmaceutici S.p.A. well-established and tested protocol. Since…

Differentiating Small-Cell Lung Cancer From Non-Small-Cell Lung Cancer Brain Metastases Based on MRI Using Efficientnet and Transfer Learning Approach

Rachel Grossman et al. Differentiating Small-Cell Lung Cancer From Non-Small-Cell Lung Cancer Brain Metastases Based on MRI Using Efficientnet and Transfer Learning Approach Technology in Cancer Research & Treatment. Publication Date May 25, 2021 How Analyze was Used “This retrospective study analyzed 102 tumors obtained from 69 patients with brain metastasis of lung origin. The…

Automatic segmentation, classification and follow‐up of optic pathway gliomas using deep learning and fuzzy c‐means clustering based on MRI

Moran Artzi et al. Automatic segmentation, classification and follow‐up of optic pathway gliomas using deep learning and fuzzy c‐means clustering based on MRI Medical Physics. Publication Date September 23, 2020 How Analyze was Used “The manual segmentation was performed at slice (2D) level using commercial software (AnalyzeDirect 11.0).” Keywords Deep learning, Fuzzy c‐means clustering, Segmentation,…

Strategies for Training Deep Learning Models in Medical Domains with Small Reference Datasets

Gerald A. Zwettler et al. Strategies for Training Deep Learning Models in Medical Domains with Small Reference Datasets. Journal of WSCG. Publication Date July 24, 2020 How Analyze was Used “From the MRI datasets, 10 are without and 10 with Hepatocellular Liver Lesions (HCC). In case of a lesion, this class is merged with the…

Automatization and improvement of μCT analysis for murine lung disease models using a deep learning approach

Gerald Birk et al. Automatization and improvement of μCT analysis for murine lung disease models using a deep learning approach. Respiratory Research. Publication Date May 24, 2020 How Analyze was Used “Threshold-based, semi-automated segmentation and generation of lung densitometric data were done using Analyze 12 (AnalyzeDirect, Inc.).” Keywords Lung disease models, Deep learning, Micro-CT, Computational…