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Image Search Results
Journal: Frontiers in Oncology
Article Title: Differentiating Peripherally-Located Small Cell Lung Cancer From Non-small Cell Lung Cancer Using a CT Radiomic Approach
doi: 10.3389/fonc.2020.00593
Figure Lengend Snippet: Schema for lung cancer segmentation, radiomic feature extraction and predictive modeling. (A) Representative CT images from small cell lung cancer (SCLC) and non-small cell lung cancer (NSCLC) showing tumor segmentation. (B) Illustrations of radiomic feature extraction for texture, shape, and intensity. (C) Decision of SCCL/NSCLC classification (upper panel) with the receiver operating characteristic (ROC) curves (middle panel) and the heat map of radiomic features (lower panel).
Article Snippet: We extracted the tumor textural features using the
Techniques:
Journal: Frontiers in Oncology
Article Title: Differentiating Peripherally-Located Small Cell Lung Cancer From Non-small Cell Lung Cancer Using a CT Radiomic Approach
doi: 10.3389/fonc.2020.00593
Figure Lengend Snippet: The nnet architecture of the radiomics-based SCLC/NSCLC classifier. This figure presents the input layer with 20 nodes receiving 20 radiomic features, the 3 hidden layers for non-linear mapping, and the output layer with 2 nodes for “SCLC” and “NSCLC” decision upon a hard thresholding f(node)>0 and f(node)≤0, respectively. SCLC, small cell lung cancer; NSCLC, non-small cell lung cancer.
Article Snippet: We extracted the tumor textural features using the
Techniques:
Journal: Frontiers in Oncology
Article Title: Differentiating Peripherally-Located Small Cell Lung Cancer From Non-small Cell Lung Cancer Using a CT Radiomic Approach
doi: 10.3389/fonc.2020.00593
Figure Lengend Snippet: The top 20 features selected from the radiomic data set (total 1,731 features) for the small cell lung cancer (SCLC) / non-small-cell lung cancer (NSCLC) classification. (A) Measurements for top 20 features. Each feature (matrix row) consisted of 35 SCLC measurements (index 1:35) and 34 NSCLC measurements (index 36:69). Each feature vector was normalized by max=1. (B) Mutual information map for the top 20 features. A large mutual information value indicated a high redundancy between the features.
Article Snippet: We extracted the tumor textural features using the
Techniques: Plasmid Preparation
Journal: Frontiers in Oncology
Article Title: Ultrasound-Based Radiomics Can Classify the Etiology of Cervical Lymphadenopathy: A Multi-Center Retrospective Study
doi: 10.3389/fonc.2022.856605
Figure Lengend Snippet: Comparison between radiomics model and senior radiologists in training set.
Article Snippet: The radiomics parameters were extracted using a
Techniques: Comparison
Journal: Frontiers in Oncology
Article Title: Ultrasound-Based Radiomics Can Classify the Etiology of Cervical Lymphadenopathy: A Multi-Center Retrospective Study
doi: 10.3389/fonc.2022.856605
Figure Lengend Snippet: Comparison between radiomics model and senior radiologists in test set.
Article Snippet: The radiomics parameters were extracted using a
Techniques: Comparison
Journal: Frontiers in Oncology
Article Title: Ultrasound-Based Radiomics Can Classify the Etiology of Cervical Lymphadenopathy: A Multi-Center Retrospective Study
doi: 10.3389/fonc.2022.856605
Figure Lengend Snippet: Area under the curve between the radiomics model and the senior radiologists in the test set.
Article Snippet: The radiomics parameters were extracted using a
Techniques:
Journal: Frontiers in Oncology
Article Title: Ultrasound-Based Radiomics Can Classify the Etiology of Cervical Lymphadenopathy: A Multi-Center Retrospective Study
doi: 10.3389/fonc.2022.856605
Figure Lengend Snippet: Receiver operating characteristic between the radiomics model and radiologists in the whole set.
Article Snippet: The radiomics parameters were extracted using a
Techniques: