Maxim Berman

The Lovasz-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 · 2018 · 936 citations · Full text

Mathematical Programming, Convolutional Neural Network, Engineering +25

Optimization for Medical Image Segmentation: Theory and Practice When Evaluating With Dice Score or Jaccard Index

Tom Eelbode, Jeroen Bertels, Maxim Berman et al. · IEEE Transactions on Medical Imaging · 2020 · 386 citations · Full text

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 · arXiv (Cornell University) · 2017 · 39 citations · Full text

MultiGrain: a unified image embedding for classes and instances

Maxim Berman, Hervé Jeǵou, Andrea Vedaldi et al. · arXiv (Cornell University) · 2019 · 33 citations · Full text

Few-shot Learning, Convolutional Neural Network, Multiple Instance Learning +18

A Bayesian Optimization Framework for Neural Network Compression

Xingchen Ma, Amal Rannen Triki, Maxim Berman et al. · 2019 · 25 citations · Full text

Artificial Intelligence, Engineering, Machine Learning +17