Temporal integration of ResNet features with LSTM for enhanced skin lesion classification

Temporal integration of ResNet features with LSTM for enhanced skin lesion classification

The precise classification of skin lesions is essential for the early identification and efficient treatment of skin cancer. This research combines ResNet-50 for spatial feature extraction with Long Short-Term Memory (LSTM) networks for temporal analysis and introduces an innovative hybrid deep lear...

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Bibliographic Details
Main Authors: Sasmita Padhy, Sachikanta Dash, Naween Kumar, Shailendra Pratap Singh, Gyanendra Kumar, Poonam Moral
Format: Article
Language:English
Published: Elsevier 2025-03-01
Series:Results in Engineering
Subjects:
Image classification
Skin lesion
HAM10000
Transfer learning
ISIC dataset
Online Access:http://www.sciencedirect.com/science/article/pii/S2590123025002877
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