75 citations · 218 across the 11 of their papers we have counts for
Showing 2019Show all
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cs.LG2019★ 28 cited
The Usual Suspects? Reassessing Blame for VAE Posterior Collapse
Bin Dai, Ziyu Wang, David Wipf
In narrow asymptotic settings Gaussian VAE models of continuous data have been shown to possess global optima aligned with ground-truth distributions. Even so, it is well known tha…
cs.CV2019★ 4 cited
Single Image Reflection Removal Exploiting Misaligned Training Data and Network Enhancements
Kaixuan Wei, Jiaolong Yang, Ying Fu +2
Removing undesirable reflections from a single image captured through a glass window is of practical importance to visual computing systems. Although state-of-the-art methods can o…
cs.LG2019
Diagnosing and Enhancing VAE Models
Bin Dai, David Wipf
Although variational autoencoders (VAEs) represent a widely influential deep generative model, many aspects of the underlying energy function remain poorly understood. In particula…