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Characterising the Thematic Content of Image Pixels with Topologically Structured Clustering
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Analysis and trends of caesarean sections using Robson’s classification over 7-year period at a rural teaching hospital
Published 2024-12-01“…Background: A ten-group classification system of caesarean section was proposed by Michael Robson in 2001. …”
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Enhanced Brain Tumor MRI Classification Using Stationary Wavelet Transform, ResNet50V2, and LSTM Networks
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EMNet: A Novel Few-Shot Image Classification Model with Enhanced Self-Correlation Attention and Multi-Branch Joint Module
Published 2025-01-01“…Experimental results show that our model performs better than existing models in one-shot and five-shot tasks on mini-ImageNet, CUB-200, and CIFAR-FS datasets, which proves the proposed model to be an efficient end-to-end solution for few-shot image classification. In the five-way one-shot and five-way five-shot experiments on the CUB-200-2011 dataset, EMNet achieved classification accuracies that were 1.27 and 0.54 percentage points higher than those of RENet, respectively. …”
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Enhancing Cervical Cancer Classification: Through a Hybrid Deep Learning Approach Integrating DenseNet201 and InceptionV3
Published 2025-01-01“…This study presents a robust and efficient classification system that addresses the limitations of existing models. …”
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Classification of white blood cells (leucocytes) from blood smear imagery using machine and deep learning models: A global scoping review.
Published 2024-01-01“…While WBC classification was originally rooted in conventional ML, there has been a notable shift toward the use of DL, and particularly convolutional neural networks (CNN), with 54.4% of identified studies (n = 74) including the use of CNNs, and particularly in concurrence with larger datasets and bespoke features e.g., parallel data pre-processing, feature selection, and extraction. …”
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A New Diagnosing Method for Psoriasis From Exhaled Breath
Published 2025-01-01“…The best classification result was provided by the ExtraTreesClassifier algorithm, with an accuracy rate of 96.1%, while other algorithms have rates between 66.6% and 94.2%. …”
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Rehabilitation success and related costs following stroke in a regional hospital: a retrospective analysis based on the Australian National Subacute and Non-Acute Patient (AN-SNAP)...
Published 2025-01-01“…Results Of 582 included patients, 315 (54.1%) achieved RFG ≥ 0.5 and 258 (52.2%) achieved FIM efficiency ≥ 1. …”
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