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Related Experiment Video

Updated: Aug 29, 2025

X-ray Dose Reduction through Adaptive Exposure in Fluoroscopic Imaging
08:30

X-ray Dose Reduction through Adaptive Exposure in Fluoroscopic Imaging

Published on: September 11, 2011

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Addressing the Intra-class Mode Collapse Problem using Adaptive Input Image Normalization in GAN-based X-ray Images.

Muhammad Muneeb Saad, Mubashir Husain Rehmani, Ruairi O'Reilly

    Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference
    |September 10, 2022
    PubMed
    Summary

    This study addresses imbalanced biomedical image data using Generative Adversarial Networks (GANs). Adaptive input-image normalization in Deep Convolutional GANs (DCGANs) improves synthetic X-ray image diversity by reducing intra-class mode collapse.

    Failed At:

    2026-06-19T13:39:46.091773+00:00

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