AIMC Topic: Algorithms

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Integrating snapshot ensemble learning into masked autoencoders for efficient self-supervised pretraining in medical imaging.

Scientific reports Aug 25, 2025
Self-supervised learning (SSL) has gained significant attention in medical imaging for its ability to leverage large amounts of unlabeled data for effective model pretraining. Among SSL methods, the masked autoencoder (MAE) has proven robust in learn...
Humans Algorithms Cardiovascular Diseases Supervised Machine Learning Autoencoder Ensemble Learning Child Image Processing, Computer-Assisted Diagnostic Imaging
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Development of an alcohol biosensor non-wear algorithm: laboratory-based machine learning and field-based deployment.

Scientific reports Aug 25, 2025
Wrist-worn alcohol biosensors can continuously track alcohol consumption, but their measurements are disrupted when the device is removed. Left unaddressed, non-wear data compromises observations of alcohol use and subsequent predictions of intoxicat...
Alcohol Drinking Adult Wearable Electronic Devices Algorithms Humans Male Biosensing Techniques Female Machine Learning Middle Aged Young Adult Ethanol
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Development and validation of a machine learning-based survival prediction model for Asian glioblastoma patients using the SEER database and Chinese data.

Scientific reports Aug 24, 2025
Glioblastoma is an aggressive, malignant primary brain tumour and the most prevalent histological type of glioma. Our study attempted to investigate the independent predictors of overall survival (OS) and cancer-specific survival (CSS) in Asian patie...
Proportional Hazards Models Glioblastoma Asian People SEER Program Algorithms China Brain Neoplasms Prognosis ROC Curve Male East Asian People Retrospective Studies Humans Middle Aged Female Machine Learning Aged Adult
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Aboveground biomass estimation using multimodal remote sensing observations and machine learning in mixed temperate forest.

Scientific reports Aug 24, 2025
Plants sequester carbon in their aboveground components, making aboveground tree biomass a key metric for assessing forest carbon storage. Traditional methods of aboveground biomass (AGB) estimation via Forest Inventory and Analysis (FIA) plots lack ...
Machine Learning Algorithms Biomass Carbon Remote Sensing Technology Forests Trees Satellite Imagery
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CHASHNIt for enhancing skin disease classification using GAN augmented hybrid model with LIME and SHAP based XAI heatmaps.

Scientific reports Aug 24, 2025
Correct categorization of skin diseases is vital for prompt diagnosis. However, obstacles such as imbalance of data and interpretability of deep learning models limit their use in medical settings. To overcome these setbacks, Combined Hybrid Architec...
Deep Learning Humans Oxides Neural Networks, Computer Skin Diseases Calcium Compounds Algorithms
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A novel residual network based on multidimensional attention and pinwheel convolution for brain tumor classification.

Scientific reports Aug 23, 2025
Early and accurate brain tumor classification is vital for clinical diagnosis and treatment. Although Convolutional Neural Networks (CNNs) are widely used in medical image analysis, they often struggle to focus on critical information adequately and ...
Meningioma Glioma Magnetic Resonance Imaging Pituitary Neoplasms Algorithms Brain Neoplasms Image Processing, Computer-Assisted Humans Neural Networks, Computer
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Multi-kernel inception-enhanced vision transformer for plant leaf disease recognition.

Scientific reports Aug 23, 2025
The timely and precise identification of diseases in plants is essential for efficient disease control and safeguarding of crops. Manual identification of diseases requires expert knowledge in the field, and finding people with domain knowledge is ch...
Plant Leaves Crops, Agricultural Plant Diseases Neural Networks, Computer Machine Learning Algorithms Deep Learning Image Processing, Computer-Assisted
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Developing a hybrid machine learning model to predict treatment time duration as a workflow regulation tool in public and private dental clinics.

Scientific reports Aug 23, 2025
This study aimed to design a desktop application that implements machine learning algorithms to predict dental treatment time durations, assess the accuracy of the model, and assess its clinical efficiency. The Python programming language was used to...
Humans Machine Learning Software Male Middle Aged Time Factors Algorithms Female Adult Workflow Dental Clinics
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A comprehensive survey of deep face verification systems adversarial attacks and defense strategies.

Scientific reports Aug 22, 2025
Face Verification (FV) systems have exhibited remarkable performance in verification tasks and have consequently garnered extensive adoption across various applications, from identity duplication to authentication in mobile payments. However, the sur...
Neural Networks, Computer Face Algorithms Humans Deep Learning Biometric Identification Computer Security
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A hybrid ECC-AES encryption framework for secure and efficient cloud-based data protection.

Scientific reports Aug 22, 2025
In digital healthcare, ensuring the privacy and security of sensitive mental health data remains a critical challenge. This paper introduces SymECCipher, a novel hybrid encryption framework that integrates Elliptic Curve Cryptography (ECC) for key ex...
Information Storage and Retrieval Computer Security Cloud Computing Humans Algorithms Confidentiality
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