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blob loss: instance imbalance aware loss functions for semantic segmentation
17 May 2022
Florian Kofler
Suprosanna Shit
Ivan Ezhov
Lucas Fidon
Izabela Horvath
Rami Al-Maskari
Hongwei Bran Li
H. Bhatia
T. Loehr
Marie Piraud
Ali Ertürk
Jan Kirschke
J. Peeken
Tom Vercauteren
C. Zimmer
Benedikt Wiestler
Bjoern Menze
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Papers citing
"blob loss: instance imbalance aware loss functions for semantic segmentation"
10 / 10 papers shown
Title
Ranger21: a synergistic deep learning optimizer
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UNETR: Transformers for 3D Medical Image Segmentation
Ali Hatamizadeh
Yucheng Tang
Vishwesh Nath
Dong Yang
Andriy Myronenko
Bennett Landman
H. Roth
Daguang Xu
ViT
MedIm
195
1,619
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18 Mar 2021
Are we using appropriate segmentation metrics? Identifying correlates of human expert perception for CNN training beyond rolling the DICE coefficient
Florian Kofler
Ivan Ezhov
Fabian Isensee
F. Balsiger
Christoph Berger
...
C. Zimmer
D. Ankerst
Jan Kirschke
Benedikt Wiestler
Bjoern Menze
56
52
0
10 Mar 2021
Universal Loss Reweighting to Balance Lesion Size Inequality in 3D Medical Image Segmentation
B. Shirokikh
A. Shevtsov
Anvar Kurmukov
A. Dalechina
Egor Krivov
V. Kostjuchenko
A. Golanov
Mikhail Belyaev
58
21
0
20 Jul 2020
Mish: A Self Regularized Non-Monotonic Activation Function
Diganta Misra
93
680
0
23 Aug 2019
The Liver Tumor Segmentation Benchmark (LiTS)
Patrick Bilic
P. Christ
Hongwei Bran Li
Eugene Vorontsov
Avi Ben-Cohen
...
L. Soler
Bram van Ginneken
H. Greenspan
Leo Joskowicz
Bjoern Menze
131
1,028
0
13 Jan 2019
AnatomyNet: Deep Learning for Fast and Fully Automated Whole-volume Segmentation of Head and Neck Anatomy
Wentao Zhu
Yufang Huang
Liang Zeng
Xuming Chen
Yong Liu
Zhen Qian
Nan Du
Wei Fan
Xiaohui Xie
SSeg
3DPC
54
439
0
15 Aug 2018
Generalised Dice overlap as a deep learning loss function for highly unbalanced segmentations
Carole H Sudre
Wenqi Li
Tom Vercauteren
Sébastien Ourselin
M. Jorge Cardoso
SSeg
143
2,153
0
11 Jul 2017
V-Net: Fully Convolutional Neural Networks for Volumetric Medical Image Segmentation
Fausto Milletari
Nassir Navab
Seyed-Ahmad Ahmadi
248
8,722
0
15 Jun 2016
Practical recommendations for gradient-based training of deep architectures
Yoshua Bengio
3DH
ODL
195
2,201
0
24 Jun 2012
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