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Classification method based on surf and sift features for alzheimer diagnosis using diffusion tensor magnetic resonance imaging
Published 2025-03-01“…Using FA features for binary discrimination achieves 97.5%. …”
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Clinical and Psychopathological Features of Mental Disorders in Patients with Poisoning by Hypotensive and Antiarrhythmic Drugs as a Result of Suicidal Acts
Published 2024-01-01“…To study the clinical and psychopathological features of mental disorders in patients with acute poisoning by hypotensive and antiarrhythmic drugs as a result of suicidal acts. …”
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Inheritance features of productivity traits in pea hybrids F<sub>1</sub> and F<sub>2</sub>
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Integration of UAV-sensed features using machine learning methods to assess species richness in wet grassland ecosystems
Published 2024-11-01“…RF models generally outperformed PLS models across different feature sets, with the CH + VI + GLCM combination yielding the best results. …”
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A flow pattern recognition method for gas-liquid two-phase flow based on dilated convolutional channel attention mechanism.
Published 2025-01-01“…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 transfer learning (ED-DenseNet). …”
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1511
Transcriptional features of autoimmune diabetes: differentially expressed genes in CD4+ and CD8+ subpopulations of blood T cells
Published 2025-05-01“…When comparing LADA to T1DM, only one transcript, C20orf204, showed statistically significant differential expression (p<0.05) in CD4+ Naive T-cells.CONCLUSION: The findings indicate that LADA and T1DM share similar molecular patterns, with LADA exhibiting moderate changes in the expression of genes associated with immune regulation and inflammation. …”
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1512
VGGBM-Net: A Novel Pixel-Based Transfer Features Engineering for Automated Coffee Bean Diseases Classification
Published 2025-01-01“…This transformation improves feature extraction by capturing more discriminative patterns, leading to superior performance compared to conventional methods. …”
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Association between ultrasound-based biliary and parenchymal intrahepatic mass-forming cholangiocarcinoma subtypes and clinicopathological features and survival
Published 2025-06-01“…We aimed to subclassify MF-ICC into biliary and parenchymal types based on ultrasound (US) findings and to investigate the differences in their contrast-enhanced ultrasound (CEUS) patterns, clinicopathologic features, and prognosis. …”
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Simultaneous Instance and Attribute Selection for Noise Filtering
Published 2024-09-01“…Removing or reducing noise can help classification algorithms focus on relevant patterns, preventing them from being affected by irrelevant or incorrect information. …”
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Advancing skin cancer detection integrating a novel unsupervised classification and enhanced imaging techniques
Published 2025-04-01“…The authors aim to bridge the gap in dermatological research by introducing innovative techniques that enhance image quality and improve feature extraction. To achieve this, enhanced super‐resolution generative adversarial networks (ESRGAN) was fine‐tuned to strengthen the resolution of skin lesion images, making critical features more visible. …”
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Enhancing sound-based classification of birds and anurans with spectrogram representations and acoustic indices in neural network architectures
Published 2025-12-01“…The empirical results ratify that the pre-trained network learns better (accuracy up to 0.91); that using acoustic features can improve the results marginally (up to 13 percentage points of difference) depending on the time-frequency input and main architecture; and that combining spectrogram representations with acoustic features yields the best results (accuracy up to 0.91).…”
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A Deep Learning Approach to Unveil Types of Mental Illness by Analyzing Social Media Posts
Published 2025-05-01“…After examining the linguistic patterns of different social media posts, a reduced feature space is generated using appropriate feature engineering, which is further fed as input to the LSTM model to identify a type of mental illness. …”
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Deep Temporal Clustering of Pathological Gait Patterns in Post-Stroke Patients Using Joint Angle Trajectories: A Cross-Sectional Study
Published 2025-01-01“…This cross-sectional study aimed to identify and cluster gait patterns using an end-to-end deep learning approach that autonomously extracts features from joint angle trajectories for a gait cycle, minimizing human intervention. …”
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Modified Gray-Level Haralick Texture Features for Early Detection of Diabetes Mellitus and High Cholesterol with Iris Image
Published 2022-01-01“…Traces related to the intensity or deviation of organs caused by the disease are recorded systematically and patterned on the iris and its surroundings. The pattern that appears on the iris can be recognized by using image processing techniques. …”
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