Benchmarking Deep Transfer Learning Models for COVID-19 Lung Ultrasound Detection
A systematic benchmarking study demonstrates that DenseNet-121 paired with the Adam optimizer achieves exceptional diagnostic accuracy in detecting COVID-19 from ...
Tag: transfer learning
Deep learning network strips JPEG artifacts from ovarian ultrasound images
A compact residual network called MSERNet removes JPEG compression artifacts from ovarian and carotid ultrasound images while preserving tissue textures ...
Transfer learning framework detects software vulnerabilities across programming languages
Researchers report that a transfer learning framework called TL-CDVD reached an average accuracy of 88.8 percent and an F1-score of ...
Attention-Guided Deep Learning Keeps Apple Sugar Models Accurate Across Harvest Years
A feature attention mechanism embedded in a deep network restored apple sugar-prediction accuracy across three harvest years using only a ...
Fully Convolutional Network With Layer-Wise Fine-Tuning Detects Malware Families With Over 99% Accuracy
A fully convolutional network with layer-wise fine-tuning classifies malware families with over 99% accuracy across three datasets and processes obfuscated ...
Deep Learning Model Reads Concrete Bridge Photos and Flags Multiple Defects at Once
A fine-tuned VGG16 network achieved 84.0 percent subset accuracy and an 85.2 percent micro-averaged F1-score on a held-out test set ...
Deep Learning Scans Earthquake Damage, But Review Finds the Evidence Shaky
A systematic review of 46 studies finds deep learning promising for post-earthquake structural damage assessment, but weak generalisation evidence and ...
ResNet50 emerges as most efficient AI backbone for label-free IBD histopathology
A systematic comparison of nine CNN architectures on label-free multimodal microscopy images of colonic tissue found ResNet50 with partial fine-tuning ...
Deep learning model screens water safety in seconds without pathogen incubation
A deep learning model called DeepScope classifies microscopic images of unincubated water samples in seconds, with an estimated per-test cost ...
Deep learning model spots neonatal seizures from EEG brain maps with 97% accuracy
A transfer learning framework classified neonatal seizures from EEG topographic maps, with ResNet-18 reaching 97.1 percent subject-wise accuracy on unseen ...
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Mothers who receive childcare support from maternal grandparents show more parental warmth, finds NTU Singapore study
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University of Seville Breaks 120-Year-Old Mystery, Revises a Key Einstein Concept
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Bee body mass, pathogens and local climate influence heat tolerance
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Researchers record first-ever images and data of a shark experiencing a boat strike
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Groundbreaking Clinical Trial Reveals Lubiprostone Enhances Kidney Function
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