Algorithm detection performance. by Kangning Li (6069629)

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

Time-frequency feature extraction flowchart. by 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. …”

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

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

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

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

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Average accuracy by feature extraction layer. by 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. by 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. by Yoshitaka Kimori (7455122)

FFT feature extraction. by 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. by 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. by Guangmei Ma (21432861)

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

Pixel ring feature expression. by Guangmei Ma (21432861)

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Feature recognition accuracy testing. by Guangmei Ma (21432861)

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Comparison of model performance across multiple runs. by Ebrahim Parcham (20700216)

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. by Yazhou Li (277980)

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Comparative prediction performance analysis of different algorithms. by Dongqing Zhang (423941)

Structural diagram of the overall SCF-YOLO algorithm. by Yazhou Li (277980)

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