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Found 4 papers, 2 papers with code
A Practical Guide to Statistical Distances for Evaluating Generative Models in Science
To demonstrate how these distances are used in practice, we evaluate generative models from different scientific domains, namely a model of decision making and a model generating medical images.
Unsupervised Anomaly Detection using Aggregated Normative Diffusion
Early detection of anomalies in medical images such as brain MRI is highly relevant for diagnosis and treatment of many conditions.
Multiscale Metamorphic VAE for 3D Brain MRI Synthesis
Generative modeling of 3D brain MRIs presents difficulties in achieving high visual fidelity while ensuring sufficient coverage of the data distribution.
Variational Inference via Transformations on Distributions
Variational inference methods often focus on the problem of efficient model optimization, with little emphasis on the choice of the approximating posterior.
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