Feb 28, 2020 · While the P-CNN is trained with the CAM guided cropped image patches and is used to capture local-scale information of skin lesion regions.
Abstract—Precise skin lesion classification is still challenging due to two problems, i.e., (1) inter-class similarity and intra-class.
For instance, Tang et al. [19] proposed a GP-CNN model, which improved the classification performance of skin lesions by combining global and local feature ...
GP-CNN-DTEL: Global-Part CNN Model With Data-Transformed ...
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A Global-Part Convolutional Neural Network (GP-CNN) model, which treats the fine-grained local information and global context information with equal ...
Oct 5, 2020 · In this paper, we propose a global-part model with color constant ensemble learning for the skin lesion classification. Quantitative and ...
People also ask
What are the classification of skin lesions?
Skin lesions are a common proliferative disease of the skin with many types, clinically classified as benign and malignant lesions (1). Benign skin lesions grow more slowly and do not metastasize or spread to local structures or distant parts of the body and usually do not require treatment (2).
What are the classification of skin lesions into seven classes using transfer learning with Alexnet?
Based on the obtained results, we could say that the proposed method achieved a great success where it accurately classifies the skin lesions into seven classes. These classes are melanoma, melanocytic nevus, basal cell carcinoma, actinic keratosis, benign keratosis, dermatofibroma, and vascular lesion.
A Global-Part Convolutional Neural Network (GP-CNN) model, which treats the fine-grained local information and global context information with equal ...
et al. GP-CNN-DTEL: Global-part CNN model with data-transformed ensemble learning for skin lesion classification. IEEE J. Biomed. Health Inf. (2020). ZhangJ ...
Dec 27, 2022 · GP-CNN-DTEL: Global-part CNN model with data-transformed ensemble learning for skin lesion classification. IEEE J. Biomed. Health Inform ...
Nov 24, 2022 · The authors in [39] proposed an ensemble learning strategy termed the global-part CNN model with data-transformed ensemble learning (GP-CNN-DTEL) ...
Aug 22, 2023 · GP-CNN-DTEL: Global-part CNN model with data-transformed ensemble learning for skin lesion classification. IEEE Journal of Biomedical and ...