AIMC Topic: Posture

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Improved convolutional neural network for precise exercise posture recognition and intelligent health indicator prediction.

Scientific reports Jul 1, 2025
This paper presents a novel framework for accurate exercise posture recognition and health indicator prediction based on improved convolutional neural networks. We propose a multi-scale feature fusion architecture incorporating spatiotemporal attenti...
Posture Cardiorespiratory Fitness Neural Networks, Computer Humans Female Adult Male Exercise Convolutional Neural Networks
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Keypoint-based modeling reveals fine-grained body pose tuning in superior temporal sulcus neurons.

Nature communications Jul 1, 2025
Body pose and orientation serve as vital visual signals in primate non-verbal social communication. Leveraging deep learning algorithms that extract body poses from videos of behaving monkeys, applied to a monkey avatar, we investigated neural tuning...
Male Deep Learning Magnetic Resonance Imaging Animals Visual Perception Macaca mulatta Posture Temporal Lobe Models, Neurological Neurons
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PoseNet++: A multi-scale and optimized feature extraction network for high-precision human pose estimation.

PloS one Jun 25, 2025
Human pose estimation (HPE) has made significant progress with deep learning; however, it still faces challenges in handling occlusions, complex poses, and complex multi-person scenarios. To address these issues, we propose PoseNet++, a novel approac...
Humans Image Processing, Computer-Assisted Neural Networks, Computer Posture Algorithms Deep Learning
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Effects of the lumbar support function of wearable robot (Bot Fit) on sitting position.

Biomedical engineering online Jun 5, 2025
BACKGROUND: Sedentary lifestyles can lead to musculoskeletal disorders, but proper sitting posture, particularly maintaining a slight anterior pelvic tilt, helps prevent issues like lower back pain and spinal misalignment. Samsung Electronics wearabl...
Sitting Position Lumbar Vertebrae Pressure Lumbosacral Region Adult Male Middle Aged Wearable Electronic Devices Posture Robotics Humans Female Aged
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Behavior recognition technology based on deep learning used in pediatric behavioral audiometry.

Scientific reports May 5, 2025
This study aims to explore the feasibility and accuracy of deep learning-based pediatric behavioral audiometry. The research provides a dedicated pediatric posture detection dataset, which contains a large number of video clips from children's behavi...
Hearing Hearing Tests Audiometry Humans Female Child Posture Video Recording Male Deep Learning Child, Preschool
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Performance Evaluation of Monocular Markerless Pose Estimation Systems for Industrial Exoskeletons.

Sensors (Basel, Switzerland) May 2, 2025
Industrial exoskeletons (a.k.a. wearable robots) have been developed to reduce musculoskeletal fatigue and work injuries. Human joint kinematics and human-robot alignment are important measurements in understanding the effects of industrial exoskelet...
Humans Biomechanical Phenomena Joints Exoskeleton Device Male Posture Robotics
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A human pose estimation network based on YOLOv8 framework with efficient multi-scale receptive field and expanded feature pyramid network.

Scientific reports May 1, 2025
Deep neural networks are used to accurately detect, estimate, and predict human body poses in images or videos through deep learning-based human pose estimation. However, traditional multi-person pose estimation methods face challenges due to partial...
Deep Learning Image Processing, Computer-Assisted Posture Humans Neural Networks, Computer Algorithms
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CHMMConvScaleNet: a hybrid convolutional neural network and continuous hidden Markov model with multi-scale features for sleep posture detection.

Scientific reports Apr 10, 2025
Sleep posture, a vital aspect of sleep wellness, has become a crucial focus in sleep medicine. Studies show that supine posture can lead to a higher occurrence of obstructive sleep apnea, while lateral posture might reduce it. For bedridden patients,...
Adult Male Polysomnography Humans Convolutional Neural Networks Posture Neural Networks, Computer Hidden Markov Models Markov Chains Female Sleep
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AI-based human whole-body posture-prediction in continuous load reaching/leaving activities.

Journal of biomechanics Apr 9, 2025
Determining worker's body posture during load handling activities is the first step toward assessing and managing occupational risk of musculoskeletal injuries. Traditional approaches for the measurement of body posture are impractical in real work s...
Biomechanical Phenomena Movement Female Humans Weight-Bearing Male Young Adult Neural Networks, Computer Lifting Posture Adult
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Multimodal depression recognition and analysis: Facial expression and body posture changes via emotional stimuli.

Journal of affective disorders Apr 3, 2025
BACKGROUND: Clinical studies have shown that facial expressions and body posture in depressed patients differ significantly from those of healthy individuals. Combining relevant behavioral features with artificial intelligence technology can effectiv...
Emotions Posture Facial Expression Depressive Disorder Middle Aged Humans Deep Learning Depression Female Adult Male
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