Structure of GRU-CNN feature extraction network. حسب Qingling Zhang (758713)

Time-frequency feature extraction flowchart. حسب Minan Tang (20389941)

"…Then, the CPO-CNN classification model is used for feature extraction and feature selection of the time-frequency diagrams and classification of multiple power quality disturbances. …"

Algorithm detection performance. حسب Kangning Li (6069629)

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Model structure of the Small_obj algorithm. حسب Kangning Li (6069629)

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Different algorithms for bearing defect detection performance. حسب Kangning Li (6069629)

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Ablation study on the improved YOLOv5 algorithm. حسب Kangning Li (6069629)

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Model structural of the improved YOLOv5 algorithm. حسب Kangning Li (6069629)

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Average accuracy by feature extraction layer. حسب Şafak Kılıç (22227019)

"…</p><p>Materials and methods:</p><p>We propose a hybrid architecture integrating ResNet50 backbone with CBAM attention mechanisms, enhanced by a comprehensive deep feature engineering pipeline. The framework incorporates multiple feature extraction layers (CBAM, GAP, GMP, pre-final) combined with 10 distinct feature selection methods including Principal Component Analysis (PCA), Chi-square test, Random Forest importance, variance thresholding, and their intersections. …"

Performance analysis by feature extraction layer. حسب Şafak Kılıç (22227019)

"…</p><p>Materials and methods:</p><p>We propose a hybrid architecture integrating ResNet50 backbone with CBAM attention mechanisms, enhanced by a comprehensive deep feature engineering pipeline. The framework incorporates multiple feature extraction layers (CBAM, GAP, GMP, pre-final) combined with 10 distinct feature selection methods including Principal Component Analysis (PCA), Chi-square test, Random Forest importance, variance thresholding, and their intersections. …"

Extraction of mesh structure based on smoothing by the opening operation. حسب Yoshitaka Kimori (7455122)

FFT feature extraction. حسب Zawar Ahmed Khan (22574556)

"…Through Fast Fourier Transform (FFT) techniques, the frequency domain information were extracted, which is key for current signals, adding to the feature set. …"

Feature extraction by HUNet. حسب Varun Malik (21212874)

"…For dimensionality reduction, the modified Rime optimization (MRO) algorithm is used to select the best features among multiples. …"

Analysis of corner extraction results. حسب Guangmei Ma (21432861)

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Face feature extraction results. حسب Yingying Mei (13817440)

"…To solve these problems, based on the improvement of adaptive boosting to improve the accuracy of face detection, the study proposes a residual network 18-layer face feature extraction algorithm based on hybrid domain attention mechanism algorithm. …"

The accuracy rate of each algorithm model training set and test set. حسب Jie Lu (139953)

Algorithm performance in different operational phases. حسب Dongqing Zhang (423941)

Deep Spectral Clustering (DSC) Algorithm: A convolutional autoencoder (CAE) is trained on input image stack (<i>S</i>) to extract latent feature vectors (<i>LFV</i>). حسب Creighton M. Lisowski (22756444)

Comparison of the semantic features of the C2f module and SCF module; (a) Semantic feature map for C2f Module; (b) Semantic feature map of the SCF module. حسب Yazhou Li (277980)

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Pixel ring feature expression. حسب Guangmei Ma (21432861)

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Feature recognition accuracy testing. حسب Guangmei Ma (21432861)

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