AIMC Topic: Algorithms

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MS-EmoBoost: a novel strategy for enhancing self-supervised speech emotion representations.

Scientific reports Jul 1, 2025
Extracting richer emotional representations from raw speech is one of the key approaches to improving the accuracy of Speech Emotion Recognition (SER). In recent years, there has been a trend in utilizing self-supervised learning (SSL) for extracting...
Speech Recognition Software Speech Emotions Supervised Machine Learning Humans Algorithms
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A novel feature extractor based on constrained cross network for detecting sleep state.

Scientific reports Jul 1, 2025
With increasing awareness of healthy living and social pressure, more and more people have begun to pay attention to their sleep state. Most existing methods that utilize wrist-worn devices data for detection rely on heuristic algorithms or tradition...
Humans Neural Networks, Computer Machine Learning Deep Learning Algorithms Wearable Electronic Devices Female Adult Sleep Male
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DeepECG-Net: a hybrid transformer-based deep learning model for real-time ECG anomaly detection.

Scientific reports Jul 1, 2025
Real-time Electrocardiogram (ECG) anomaly detection is critical for accurate diagnosis and timely intervention in cardiac disorders. Existing models, such as CNNs and LSTMs, often struggle with long-range dependencies, generalization across multiple ...
Deep Learning Electrocardiography Humans Signal Processing, Computer-Assisted Neural Networks, Computer Algorithms
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A superpixel based self-attention network for uterine fibroid segmentation in high intensity focused ultrasound guidance images.

Scientific reports Jul 1, 2025
Ultrasound guidance images are widely used for high intensity focused ultrasound (HIFU) therapy; however, the speckles, acoustic shadows, and signal attenuation in ultrasound guidance images hinder the observation of the images by radiologists and ma...
Uterine Neoplasms Leiomyoma High-Intensity Focused Ultrasound Ablation Female Humans Ultrasonography Algorithms Image Processing, Computer-Assisted
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Synergizing advanced algorithm of explainable artificial intelligence with hybrid model for enhanced brain tumor detection in healthcare.

Scientific reports Jul 1, 2025
Brain tumor causes life-threatening consequences due to which its timely detection and accurate classification are critical for determining appropriate treatment plans while focusing on the improved patient outcomes. However, conventional approaches ...
Humans Artificial Intelligence Machine Learning Brain Neoplasms Algorithms Deep Learning Tomography, X-Ray Computed Magnetic Resonance Imaging
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A comprehensive study based on machine learning models for early identification Mycoplasma pneumoniae infection in segmental/lobar pneumonia.

Scientific reports Jul 1, 2025
Segmental/lobar pneumonia in children following Mycoplasma pneumoniae (MP) infection has a significant threat to the children's health, so early recognition of MP infection is critical to reduce the severity and improve the prognosis of segmental/lob...
Early Diagnosis Humans Child, Preschool Machine Learning Child Pneumonia, Mycoplasma Algorithms Mycoplasma pneumoniae Female Male Infant
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Automatic cattle identification system based on color point cloud using hybrid PointNet++ Siamese network.

Scientific reports Jul 1, 2025
Cattle health monitoring and management systems are essential for farmers and veterinarians, as traditional manual health checks can be time-consuming and labor-intensive. A critical aspect of such systems is accurate cattle identification, which ena...
Algorithms Animals Cattle Image Processing, Computer-Assisted Color Animal Identification Systems
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Predicting diabetic peripheral neuropathy through advanced plantar pressure analysis: a machine learning approach.

Scientific reports Jul 1, 2025
Diabetic foot Ulceration (DFU) is a severe complication of diabetic foot syndrome, often leading to amputation. In patients with neuropathy, ulcer formation is facilitated by elevated plantar tissue stress under insensate feet. This study presents a ...
Algorithms Female Aged Humans Machine Learning Pressure Foot Diabetic Neuropathies Male Middle Aged Diabetic Foot
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Analyzing mental stress in Indian students through advanced machine learning and wearable technologies.

Scientific reports Jul 1, 2025
Mental stress is a prevalent issue in modern society, and detecting and classifying it accurately is crucial for effective interventions and treatment plans. This study aims to compare various machine learning (ML) algorithms for detecting mental str...
Electrocardiography Adult Male Students Stress, Psychological Wearable Electronic Devices India Algorithms Female Humans Young Adult Machine Learning
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An automatic classification of breast cancer using fuzzy scoring based ResNet CNN model.

Scientific reports Jul 1, 2025
The expansion rate of medical data during the past ten years has rapidly expanded due to the vast fields. The automated disease diagnosis system is proposed using a deep learning (DL) algorithm, which automates and helps speed up the process efficien...
Neural Networks, Computer Machine Learning Algorithms Humans Image Processing, Computer-Assisted Fuzzy Logic Wavelet Analysis Female Breast Neoplasms Deep Learning
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