An attention based hybrid approach using CNN and BiLSTM for improved skin lesion classification

An attention based hybrid approach using CNN and BiLSTM for improved skin lesion classification

Abstract Skin lesions remain a significant global health issue, with their incidence rising steadily over the past few years. Early and accurate detection is crucial for effective treatment and improving patient outcomes. This work explores the integration of advanced Convolutional Neural Networks (...

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Bibliographic Details
Main Authors: Ayesha Shaik, Shivanya Shomir Dutta, Ishaan Milind Sawant, Shreyas Kumar, Ananthakrishnan Balasundaram, Kanjar De
Format: Article
Language:English
Published: Nature Portfolio 2025-05-01
Series:Scientific Reports
Subjects:
CNN
BiLSTM
Spatial attention
Channel attention
Temporal attention
Skin lesion classification.
Online Access:https://doi.org/10.1038/s41598-025-00025-2
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https://doi.org/10.1038/s41598-025-00025-2

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