429 citations · 825 across the 14 of their papers we have counts for
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cs.LG2017★ 5 cited
Function Norms and Regularization in Deep Networks
Amal Rannen Triki, Maxim Berman, Matthew B. Blaschko
Deep neural networks (DNNs) have become increasingly important due to their excellent empirical performance on a wide range of problems. However, regularization is generally achiev…
cs.CV2017★ 39 cited
The Lovász-Softmax loss: A tractable surrogate for the optimization of the intersection-over-union measure in neural networks
Maxim Berman, Amal Rannen Triki, Matthew B. Blaschko
The Jaccard index, also referred to as the intersection-over-union score, is commonly employed in the evaluation of image segmentation results given its perceptual qualities, scale…