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541
An Efficient Approach Based on RAE-GAMI-NET for Long Range Attack Detection on Blockchain
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542
UAV Signal Modulation Recognition Algorithm Based on Joint Features
Published 2025-01-01“…Additionally, parameter dynamic fixed-point quantization is applied to optimize the weights and biases of the model, reducing resource consumption during practical deployment. …”
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543
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544
Mutual Information Neural-Estimation-Driven Constellation Shaping Design and Performance Analysis
Published 2025-04-01“…Then, we train encoder and probability generator networks with different signal-to-noise ratios to optimize the distribution locations and probabilities of the points, respectively. …”
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545
Evaluation of Traditional and Data-Driven Algorithms for Energy Disaggregation Under Sampling and Filtering Conditions
Published 2025-06-01“…This study compared the performance of traditional NILM algorithms (Mean, CO, Hart85, FHMM) and deep neural network-based approaches (DAE, RNN, Seq2Point, Seq2Seq, WindowGRU) under various experimental conditions. …”
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546
Harmonic Path Integral Diffusion
Published 2025-01-01“…Harmonic Path Integral Diffusion (H-PID) introduces a novel approach to sampling from complex, continuous probability distributions by creating a time-dependent “bridge” from an initial point to the target distribution. Formulated as a Stochastic Optimal Control problem, H-PID balances control effort and accuracy through a unique three-level integrable structure: Top Level: Potential, force, and gauge terms combine to form a linearly solvable Path Integral Control system based on Green functions. …”
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547
FM‐YOLOv8:Lightweight gesture recognition algorithm
Published 2024-11-01“…Experiments on a data set containing 10 types of gestures show that the number of parameters and floating point calculations of the improved network model are reduced by 45% and 42.7%, respectively, while the accuracy is unchanged. …”
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548
Spectrogram Features-Based Automatic Speaker Identification For Smart Services
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549
Remote Sensing Image Segmentation Using Vision Mamba and Multi-Scale Multi-Frequency Feature Fusion
Published 2025-04-01“…Experimental results on benchmark RS datasets demonstrate that CVMH-UNet achieves state-of-the-art segmentation accuracy with optimal computational efficiency, surpassing existing advanced methods.…”
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550
D-YOLO: A Lightweight Model for Strawberry Health Detection
Published 2025-03-01“…Key innovations include (1) replacing the original backbone with MobileNetv3 to optimize computational efficiency; (2) implementing a Bidirectional Feature Pyramid Network for enhanced multi-scale feature fusion; (3) integrating Contextual Transformer attention modules in the neck network to improve lesion localization; and (4) adopting weighted intersection over union loss to address class imbalance. …”
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551
CDUNeXt: efficient ossification segmentation with large kernel and dual cross gate attention
Published 2024-12-01“…Experiments show that CDUNeXt achieves the best segmentation performance with an optimal balance of lighter weights and less computational cost compared to existing methods. …”
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552
Rapid and accurate detection of peanut pod appearance quality based on lightweight and improved YOLOv5_SSE model
Published 2025-02-01“…This optimized network model excels in rapidly, efficiently, and accurately detecting the appearance quality of mixed multi-target peanut pods, making it suitable for deployment on embedded devices. …”
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553
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554
ENHANCING DISEASE DETECTION PREDICTION ACCURACY OF GRAPE LEAVES USING VGG16 MODEL AND INCEPTION V3 MODEL
Published 2025-03-01“…Plant diseases can impact the leaves at any point from sowing to harvesting, resulting in significant losses in crop production and market economic value. …”
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555
EEG-based neurodegenerative disease diagnosis: comparative analysis of conventional methods and deep learning models
Published 2025-05-01“…Nevertheless, the investigation also points out challenges in Dataset 3, indicating the necessity for further model optimization tailored to specific datasets. …”
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556
Application and prospects of machine learning for rockfalls, landslides and debris flows
Published 2025-07-01“…Deep learning architectures, including autoencoders, deep belief networks, convolutional neural networks, and recurrent neural networks, are instrumental in hazard identification, susceptibility assessment, and displacement prediction. …”
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557
Self-Awareness-Based Resource Allocation Strategy for Containment of Epidemic Spreading
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558
An Evaluation of the Power System Stability for a Hybrid Power Plant Using Wind Speed and Cloud Distribution Forecasts
Published 2025-03-01“…One-hour GPV wind farm (1HWF) power is computed from the Grid Point Value (GPV) wind speed prediction data. …”
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559
VM-UNet++ research on crack image segmentation based on improved VM-UNet
Published 2025-03-01“…Additionally, VM-UNet++ demonstrates lower parameter count and floating-point operations, while maintaining a relatively satisfactory inference speed. …”
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560
An advanced deep learning method for pepper diseases and pests detection
Published 2025-05-01“…Evaluated on a diverse dataset of 8046 annotated images, YOLO-Pepper achieves state-of-the-art performance, with 94.26% mAP@0.5 at 115.26 FPS, marking an 11.88 percentage point improvement over YOLOv10n (82.38% mAP@0.5) while maintaining a lightweight structure (2.51 M parameters, 5.15 MB model size) optimized for edge deployment. …”
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