Performance of the proposed method for binary classification of lung cancer. حسب Md. Sabbir Hossain (9958939)

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Graphical comparison of binary class lung cancer classification with different approaches. حسب Md. Sabbir Hossain (9958939)

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(a) Accuracy and (b) loss curves of training and validation during binary class classification for 512 features extracted by the CNN. حسب Md. Sabbir Hossain (9958939)

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Accuracy assessment of 2017 binary classification and multi-classification result (OA(Overall accuracy), PA(Producer accuracy), UA(User accuracy), ML(Maximum likelihood)). حسب Lei Liang (326409)

Visual representation of the combination of feature extraction approaches employed and classification algorithms to identify stomata. حسب Alexandre H. Aono (11603934)

Improved support vector machine classification algorithm based on adaptive feature weight updating in the Hadoop cluster environment حسب Jianfang Cao (1881379)

"…<div><p>An image classification algorithm based on adaptive feature weight updating is proposed to address the low classification accuracy of the current single-feature classification algorithms and simple multifeature fusion algorithms. …"

The illustration depicts our CQ-CNN architecture for binary image classification. حسب Mominul Islam (3513758)

ROC curves of the proposed method for binary class classification: (A) GNB, (B) GBM, (C) KNN, (D) SVM, (E) RF, and (F) Ensemble learning. حسب Md. Sabbir Hossain (9958939)

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Binary leaf image rotated anti-clock wise from the origin degree to 40^<i>o</i>, 80^<i>o</i>, 120^<i>o</i>, and 160^<i>o</i> from left to ri... حسب Ali Ahmed (2567584)

CNN structure for feature extraction. حسب Md. Sabbir Hossain (9958939)

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Performance of the individual and proposed methods for multiclass classification of lung cancer. حسب Md. Sabbir Hossain (9958939)

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Graphical comparison of multiclass lung cancer classification with different approaches. حسب Md. Sabbir Hossain (9958939)

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Parameter attributes of the CNN feature extractor model. حسب Md. Sabbir Hossain (9958939)

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Overview of the proposed simple CNN for extracting features from CT scan images. حسب Md. Sabbir Hossain (9958939)

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(A) Accuracy and (B) loss of training and validation sets of multiclass classification using CNN. حسب Md. Sabbir Hossain (9958939)

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Structure of the proposed hybrid CNN-SVD-based ensemble model for lung cancer classification. حسب Md. Sabbir Hossain (9958939)

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ROC curves of the proposed method for multiclass classification: (A) GNB, (B) GBM, (C) KNN, (D) SVM, (E) RF, and (F) Ensemble learning. حسب Md. Sabbir Hossain (9958939)

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Lung cancer CT images before and after pre-processing. حسب Md. Sabbir Hossain (9958939)

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Mean accuracies of the classifiers trained with image descriptor features for the stomata classification task. حسب Alexandre H. Aono (11603934)

Normalized confusion matrix of the proposed method for multiclass classification: (A) GNB, (B) GBM, (C) KNN, (D) SVM, (E) RF, and (F) Ensemble learning. حسب Md. Sabbir Hossain (9958939)

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