AIMC Topic: Pattern Recognition, Automated

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Enhancing surface electromyographic signal recognition accuracy for trans-radial amputees using broad learning systems.

Biomedical physics & engineering express Jul 28, 2025
Gesture recognition based on surface electromyography (sEMG) plays a crucial role in human-computer interaction. By analyzing sEMG signals generated from residual forearm muscle activity in trans-radial amputees, it is possible to predict their hand ...
Female Adult Male Machine Learning Algorithms Muscle, Skeletal Signal Processing, Computer-Assisted Hand Middle Aged Gestures Humans Forearm Artificial Limbs Electromyography Amputees Pattern Recognition, Automated Movement
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Discriminative graph regularized representation learning for recognition.

PloS one Jul 17, 2025
Feature extraction has been extensively studied in the machine learning field as it plays a critical role in the success of various practical applications. To uncover compact low-dimensional feature representations with strong generalization and disc...
Humans Algorithms Pattern Recognition, Automated Machine Learning
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Video swin-CLSTM transformer: Enhancing human action recognition with optical flow and long-term dependencies.

PloS one Jul 7, 2025
As video data volumes soar exponentially, the significance of video content analysis, particularly Human Action Recognition (HAR), has become increasingly prominent in fields such as intelligent surveillance, sports analytics, medical rehabilitation,...
Image Processing, Computer-Assisted Video Recording Optic Flow Pattern Recognition, Automated Humans Algorithms Deep Learning
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An improved lightweight method based on EfficientNet for birdsong recognition.

Scientific reports Jul 3, 2025
In the context of birdsong recognition, conventional modeling approaches often involve a significant number of parameters and high computational costs, rendering them unsuitable for deployment in embedded field monitoring devices. To improve the conv...
Neural Networks, Computer Algorithms Pattern Recognition, Automated Birds Vocalization, Animal Convolutional Neural Networks Animals
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Enhancing occluded and standard bird object recognition using fuzzy-based ensembled computer vision approach with convolutional neural network.

Scientific reports Jul 1, 2025
Classifying bird species is essential for ecological study and biodiversity protection, currently, conventional approaches are frequently laborious and susceptible to mistakes. Convolutional Neural Networks (CNNs) provide a more reliable option for f...
Neural Networks, Computer Animals Birds Image Processing, Computer-Assisted Convolutional Neural Networks Fuzzy Logic Pattern Recognition, Automated
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A flow pattern recognition method for gas-liquid two-phase flow based on dilated convolutional channel attention mechanism.

PloS one Jun 24, 2025
Addressing the issue of insufficient key feature extraction leading to low recognition rates in existing deep learning-based flow pattern identification methods, this paper proposes a novel flow pattern image recognition model, Enhanced DenseNet with...
Image Processing, Computer-Assisted Pattern Recognition, Automated Gases Neural Networks, Computer Algorithms Deep Learning
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A method for feature division of Soccer Foul actions based on salience image semantics.

PloS one Jun 13, 2025
The purpose of this study is to realize the automatic identification and classification of fouls in football matches and improve the overall identification accuracy. Therefore, a Deep Learning-Based Saliency Prediction Model (DLSPM) is proposed. DLSP...
Pattern Recognition, Automated Humans Soccer Image Processing, Computer-Assisted Neural Networks, Computer Video Recording Algorithms Semantics Deep Learning
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Evaluating large language models for information extraction from gastroscopy and colonoscopy reports through multi-strategy prompting.

Journal of biomedical informatics Jun 10, 2025
OBJECTIVE: To systematically evaluate large language models (LLMs) for automated information extraction from gastroscopy and colonoscopy reports through prompt engineering, addressing their ability to extract structured information, recognize complex...
Electronic Health Records Language Colonoscopy Humans Machine Learning Pattern Recognition, Automated Gastroscopy Large Language Models Natural Language Processing Information Storage and Retrieval
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Enhancing image-based virtual try-on with Multi-Controlled Diffusion Models.

Neural networks : the official journal of the International Neural Network Society May 23, 2025
Image-based virtual try-on technology digitally overlays clothing onto images of individuals, enabling users to preview how garments fit without physical trial, thus enhancing the online shopping experience. While current diffusion-based virtual try-...
Clothing Image Processing, Computer-Assisted Pattern Recognition, Automated Humans User-Computer Interface Virtual Reality Neural Networks, Computer
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An improved Red-billed blue magpie feature selection algorithm for medical data processing.

PloS one May 22, 2025
Feature selection is a crucial preprocessing step in the fields of machine learning, data mining and pattern recognition. In medical data analysis, the large number and complexity of features are often accompanied by redundant or irrelevant features,...
Pattern Recognition, Automated Algorithms Data Mining Humans Machine Learning
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