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Detection of insect-damaged sunflower seeds using near-infrared hyperspectral imaging and machine learning
Published 2025-12-01“…Machine learning techniques, specifically multilayer perceptron (MLP), support vector machine (SVM), random forest (RF), light gradient boosting machine (LGBM), extreme gradient boosting (XGB), gradient boosting (GB), and partial least squares discriminant analysis (PLS-DA), were trained and evaluated based on the spectral features. …”
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Lightweight multidimensional feature enhancement algorithm LPS-YOLO for UAV remote sensing target detection
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224
Prostate cancer detection with transrectal in-bore MRI biopsies: impact of prostate volume and lesion features
Published 2025-03-01“…Features were then compared for statistically significant differences in the cancer detection rate (CDR) of clinically significant (cs-PCa) and any prostate cancer (any-PCa) using categorical and continuous variables. …”
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TW-YOLO: An Innovative Blood Cell Detection Model Based on Multi-Scale Feature Fusion
Published 2024-09-01“…However, due to the diversity and complexity of blood cell images, traditional models still exhibit deficiencies in blood cell detection. To address blood cell detection, we developed the TW-YOLO approach, leveraging multi-scale feature fusion techniques. …”
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228
A Dual-Branch Fusion Model for Deepfake Detection Using Video Frames and Microexpression Features
Published 2025-07-01“…In this paper, we propose a novel approach to deepfake detection by combining video frame analysis with facial microexpression features. …”
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229
A lightweight vulnerability detection method for long smart contracts based on bimodal feature fusion
Published 2025-04-01“…This method can combine the source code and opcode of smart contracts for analysis, and use a hierarchical attention network composed of bidirectional GRU and attention mechanism for vulnerability feature extraction. …”
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230
PFRNet: A Small Object Detection Method Based on Parallel Feature Extraction and Attention Mechanism
Published 2025-01-01“…Visualization analysis reveals that the PFR module effectively captures richer and more comprehensive visual features in images, providing robust input for subsequent detection tasks, which is crucial for PFRNet’s superior performance. …”
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231
The Detection and Classification of Grape Leaf Diseases with an Improved Hybrid Model Based on Feature Engineering and AI
Published 2025-07-01“…Therefore, the early detection and classification of grape diseases with the latest artificial intelligence techniques and feature reduction techniques was carried out within the scope of this study. …”
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232
Innovative deep learning classifiers for breast cancer detection through hybrid feature extraction techniques
Published 2025-07-01“…This study presents a hybrid classification approach for mammogram analysis by combining handcrafted statistical features and deep learning techniques. …”
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233
Predictive Analysis of Maritime Congestion Using Dynamic Big Data and Multiscale Feature Analysis
Published 2024-01-01“…This study proposes an innovative congestion prediction approach using dynamic big data analysis of vessel trajectories and multiscale feature analysis. …”
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234
A novel similarity-constrained feature selection method for epilepsy detection via EEG signals
Published 2025-07-01“…Current methods for epilepsy EEG signal recognition typically extract and represent features from multiple dimensions, such as temporal, spectral, and time–frequency analysis. …”
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235
BEVCorner: Enhancing Bird’s-Eye View Object Detection with Monocular Features via Depth Fusion
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FAMHE-Net: Multi-Scale Feature Augmentation and Mixture of Heterogeneous Experts for Oriented Object Detection
Published 2025-01-01“…These deficiencies can lead to insufficient feature representation and reduced detection accuracy. …”
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237
Chronic liver disease detection using ranking and projection-based feature optimization with deep learning
Published 2025-02-01“…The approach integrates multiple ranking and projection techniques for features, utilizing deep learning to detect early signs of liver disease. …”
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238
Precise Crop Pest Detection Based on Co-Ordinate-Attention-Based Feature Pyramid Module
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239
Early Detection of ITSC Faults in PMSMs Using Transformer Model and Transient Time-Frequency Features
Published 2025-07-01“…Existing diagnostic approaches, including motor current signature analysis (MCSA) and wavelet-based methods, are primarily designed for steady-state conditions and rely on manual feature selection, limiting their applicability in real-time embedded systems. …”
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Leveraging spatial dependencies and multi-scale features for automated knee injury detection on MRI diagnosis
Published 2025-05-01“…BackgroundThe application of deep learning techniques in medical image analysis has shown great potential in assisting clinical diagnosis. …”
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