Skin Lesion Classification on Imbalanced Data Using Deep Learning with Soft Attention

Skin Lesion Classification on Imbalanced Data Using Deep Learning with Soft Attention

Today, the rapid development of industrial zones leads to an increased incidence of skin diseases because of polluted air. According to a report by the American Cancer Society, it is estimated that in 2022 there will be about 100,000 people suffering from skin cancer and more than 7600 of these peop...

Πλήρης περιγραφή

Λεπτομέρειες βιβλιογραφικής εγγραφής
Κύριοι συγγραφείς:	Viet Dung Nguyen, Ngoc Dung Bui, Hoang Khoi Do
Μορφή:	Άρθρο
Γλώσσα:	English
Έκδοση:	MDPI AG 2022-10-01
Σειρά:	Sensors
Θέματα:	skin lesions classification deep learning soft-attention imbalance
Διαθέσιμο Online:	https://www.mdpi.com/1424-8220/22/19/7530

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DermAI 1.0: A Robust, Generalized, and Novel Attention-Enabled Ensemble-Based Transfer Learning Paradigm for Multiclass Classification of Skin Lesion Images
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ανά: Tianyu Nie, κ.ά.
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ανά: Shengxin Tao, κ.ά.
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ανά: hamid reza javadi, κ.ά.
Έκδοση: (2017-04-01)

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ανά: Péter Marosán-Vilimszky , κ.ά.
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ανά: Damilola A. Okuboyejo, κ.ά.
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ανά: Sung-Jae Lee, κ.ά.
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EA-Net: Research on skin lesion segmentation method based on U-Net
ανά: Dapeng Cheng, κ.ά.
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ανά: A. F. Smalyuk, κ.ά.
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ανά: WANG Guokai, ZHANG Xiang, WANG Shunfang
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MSF-Net: A Lightweight Multi-Scale Feature Fusion Network for Skin Lesion Segmentation
ανά: Dangguo Shao, κ.ά.
Έκδοση: (2023-06-01)

Assist-Dermo: A Lightweight Separable Vision Transformer Model for Multiclass Skin Lesion Classification
ανά: Qaisar Abbas, κ.ά.
Έκδοση: (2023-07-01)

SkinSwinViT: A Lightweight Transformer-Based Method for Multiclass Skin Lesion Classification with Enhanced Generalization Capabilities
ανά: Kun Tang, κ.ά.
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Feature Selection of Non-Dermoscopic Skin Lesion Images for Nevus and Melanoma Classification
ανά: Felicia Anisoara Damian, κ.ά.
Έκδοση: (2020-04-01)

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ανά: Seyfettin Vuran, κ.ά.
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SCSONet: spatial-channel synergistic optimization net for skin lesion segmentation
ανά: Haoyu Chen, κ.ά.
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MASDF-Net: A Multi-Attention Codec Network with Selective and Dynamic Fusion for Skin Lesion Segmentation
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