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Deep Learning in Medical Image Registration: Magic or Mirage?

Neural Information Processing Systems

While optimization-based methods boast gen-eralizability across modalities and robust performance, learning-based methods promise peak performance, incorporating weak supervision and amortized optimization. However, the exact conditions for either paradigm to perform well over the other are shrouded and not explicitly outlined in the existing literature.








StoryBench: A Multifaceted Benchmark for Continuous Story Visualization

Neural Information Processing Systems

Generating video stories from text prompts is a complex task. In addition to having high visual quality, videos need to realistically adhere to a sequence of text prompts whilst being consistent throughout the frames.