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cs.CV2025
Conditional Diffusion Models are Medical Image Classifiers that Provide Explainability and Uncertainty for Free
Gian Mario Favero, Parham Saremi, Emily Kaczmarek +2
Discriminative classifiers have become a foundational tool in deep learning for medical imaging, excelling at learning separable features of complex data distributions. However, th…
cs.CV2024
Beyond FVD: Enhanced Evaluation Metrics for Video Generation Quality
Ge Ya Luo, Gian Mario Favero, Zhi Hao Luo +2
The Fréchet Video Distance (FVD) is a widely adopted metric for evaluating video generation distribution quality. However, its effectiveness relies on critical assumptions. Our ana…