Feature Extraction for Generative Medical Imaging Evaluation: New Evidence Against an Evolving Trend

Fréchet Inception Distance (FID) is a widely used metric for assessing synthetic image quality. It relies on an ImageNet-based feature extractor, making its applicability to medical imaging unclear. A recent trend is to adapt FID to medical imaging through feature extractors trained on medical image...

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Veröffentlicht in:	arXiv.org 2024-10
Hauptverfasser:	Woodland, McKell, Castelo, Austin, Mais Al Taie, Jessica Albuquerque Marques Silva, Eltaher, Mohamed, Mohn, Frank, Shieh, Alexander, Kundu, Suprateek, Yung, Joshua P, Patel, Ankit B, Brock, Kristy K
Format:	Artikel
Sprache:	eng
Schlagworte:	Computation Computer Science - Computer Vision and Pattern Recognition Data augmentation Datasets Feature extraction Image quality Logic Mathematical analysis Medical imaging Networks Synthetic data
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