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2011.09041
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SoftSeg: Advantages of soft versus binary training for image segmentation
18 November 2020
C. Gros
A. Lemay
Julien Cohen-Adad
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Papers citing
"SoftSeg: Advantages of soft versus binary training for image segmentation"
10 / 10 papers shown
Title
Confidence-Based Annotation Of Brain Tumours In Ultrasound
Alistair Weld
L. Dixon
Alfie Roddan
Giulio Anichini
Sophie Camp
Stamatia Giannarou
70
0
0
24 Feb 2025
Noisy Image Segmentation With Soft-Dice
M. Nordström
Henrik Hult
A. Maki
F. Löfman
34
2
0
03 Apr 2023
Weakly Supervised Medical Image Segmentation With Soft Labels and Noise Robust Loss
B. Felfeliyan
A. Hareendranathan
G. Kuntze
S. Wichuk
Nils D. Forkert
Jacob L. Jaremko
J. Ronsky
NoLa
33
2
0
16 Sep 2022
On the Optimal Combination of Cross-Entropy and Soft Dice Losses for Lesion Segmentation with Out-of-Distribution Robustness
Adrian Galdran
G. Carneiro
M. A. G. Ballester
OOD
21
17
0
13 Sep 2022
Navigation-Oriented Scene Understanding for Robotic Autonomy: Learning to Segment Driveability in Egocentric Images
Galadrielle Humblot-Renaux
Letizia Marchegiani
T. Moeslund
Rikke Gade
SSeg
EgoV
34
14
0
15 Sep 2021
SemSegLoss: A python package of loss functions for semantic segmentation
Shruti Jadon
SSeg
VLM
24
9
0
18 May 2021
Impact of individual rater style on deep learning uncertainty in medical imaging segmentation
Olivier Vincent
C. Gros
Julien Cohen-Adad
26
10
0
05 May 2021
End-to-end Prostate Cancer Detection in bpMRI via 3D CNNs: Effects of Attention Mechanisms, Clinical Priori and Decoupled False Positive Reduction
A. Saha
M. Hosseinzadeh
Henkjan Huisman
MedIm
40
129
0
08 Jan 2021
A Survey on Deep Learning in Medical Image Analysis
G. Litjens
Thijs Kooi
B. Bejnordi
A. Setio
F. Ciompi
Mohsen Ghafoorian
Jeroen van der Laak
Bram van Ginneken
C. I. Sánchez
OOD
295
10,618
0
19 Feb 2017
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning
Y. Gal
Zoubin Ghahramani
UQCV
BDL
285
9,138
0
06 Jun 2015
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