Advanced Neural Network Architectures for Image Processing in Medical Diagnostics DOI
Mandeep Kaur

Advances in chemical and materials engineering book series, Journal Year: 2025, Volume and Issue: unknown, P. 185 - 208

Published: Feb. 5, 2025

The applications of higher-level neural network structures in medical diagnosis have significantly changed image analysis medicamente, providing unmatched accuracy and speed disease classification. This chapter provides updated knowledge advanced models, CNN, GAN, U-net models are best suited for different imaging like MRI, CT, X-ray. findings a literature survey presented with focus on major contributions open issues such as data confidentiality, model understanding, the lack big annotated collections. Introducing various methodological approaches tuning networks diagnostics, an assessment is provided compliance their performance indicators critical parameters. Knowledge perspectives discussed this help to enhance reader reveal opportunities artificial intelligence application further enhancement healthcare sector through enhanced processing.

Language: Английский

Advanced Neural Network Architectures for Image Processing in Medical Diagnostics DOI
Mandeep Kaur

Advances in chemical and materials engineering book series, Journal Year: 2025, Volume and Issue: unknown, P. 185 - 208

Published: Feb. 5, 2025

The applications of higher-level neural network structures in medical diagnosis have significantly changed image analysis medicamente, providing unmatched accuracy and speed disease classification. This chapter provides updated knowledge advanced models, CNN, GAN, U-net models are best suited for different imaging like MRI, CT, X-ray. findings a literature survey presented with focus on major contributions open issues such as data confidentiality, model understanding, the lack big annotated collections. Introducing various methodological approaches tuning networks diagnostics, an assessment is provided compliance their performance indicators critical parameters. Knowledge perspectives discussed this help to enhance reader reveal opportunities artificial intelligence application further enhancement healthcare sector through enhanced processing.

Language: Английский

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