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DeepSMILE: Contrastive self-supervised pre-training benefits MSI and HRD
  classification directly from H&E whole-slide images in colorectal and breast
  cancer

DeepSMILE: Contrastive self-supervised pre-training benefits MSI and HRD classification directly from H&E whole-slide images in colorectal and breast cancer

20 July 2021
Yoni Schirris
E. Gavves
I. Nederlof
H. Horlings
Jonas Teuwen
ArXivPDFHTML

Papers citing "DeepSMILE: Contrastive self-supervised pre-training benefits MSI and HRD classification directly from H&E whole-slide images in colorectal and breast cancer"

10 / 10 papers shown
Title
GRASP: GRAph-Structured Pyramidal Whole Slide Image Representation
GRASP: GRAph-Structured Pyramidal Whole Slide Image Representation
Ali Khajegili Mirabadi
Graham Archibald
Amirali Darbandsari
A. Contreras-Sanz
Ramin Nakhli
...
C. Gilks
Peter C Black
Gang Wang
H. Farahani
A. Bashashati
54
5
0
06 Feb 2024
Self supervised learning improves dMMR/MSI detection from histology
  slides across multiple cancers
Self supervised learning improves dMMR/MSI detection from histology slides across multiple cancers
C. Saillard
Olivier Dehaene
Tanguy Marchand
O. Moindrot
A. Kamoun
B. Schmauch
S. Jégou
53
39
0
13 Sep 2021
Self supervised contrastive learning for digital histopathology
Self supervised contrastive learning for digital histopathology
Ozan Ciga
Tony Xu
Anne L. Martel
SSL
138
311
0
27 Nov 2020
Bootstrap your own latent: A new approach to self-supervised Learning
Bootstrap your own latent: A new approach to self-supervised Learning
Jean-Bastien Grill
Florian Strub
Florent Altché
Corentin Tallec
Pierre Harvey Richemond
...
M. G. Azar
Bilal Piot
Koray Kavukcuoglu
Rémi Munos
Michal Valko
SSL
276
6,718
0
13 Jun 2020
Detection of prostate cancer in whole-slide images through end-to-end
  training with image-level labels
Detection of prostate cancer in whole-slide images through end-to-end training with image-level labels
H. Pinckaers
W. Bulten
J. A. van der Laak
G. Litjens
MedIm
40
72
0
05 Jun 2020
Extending Unsupervised Neural Image Compression With Supervised
  Multitask Learning
Extending Unsupervised Neural Image Compression With Supervised Multitask Learning
David Tellez
D. Höppener
Cornelis Verhoef
D. Grünhagen
Pieter M H Nierop
M. Drozdzal
Jeroen van der Laak
F. Ciompi
MedIm
45
31
0
15 Apr 2020
Improved Baselines with Momentum Contrastive Learning
Improved Baselines with Momentum Contrastive Learning
Xinlei Chen
Haoqi Fan
Ross B. Girshick
Kaiming He
SSL
423
3,397
0
09 Mar 2020
Transfusion: Understanding Transfer Learning for Medical Imaging
Transfusion: Understanding Transfer Learning for Medical Imaging
M. Raghu
Chiyuan Zhang
Jon M. Kleinberg
Samy Bengio
MedIm
57
980
0
14 Feb 2019
ShuffleNet V2: Practical Guidelines for Efficient CNN Architecture
  Design
ShuffleNet V2: Practical Guidelines for Efficient CNN Architecture Design
Ningning Ma
Xiangyu Zhang
Haitao Zheng
Jian Sun
130
4,957
0
30 Jul 2018
Delving Deep into Rectifiers: Surpassing Human-Level Performance on
  ImageNet Classification
Delving Deep into Rectifiers: Surpassing Human-Level Performance on ImageNet Classification
Kaiming He
Xinming Zhang
Shaoqing Ren
Jian Sun
VLM
200
18,534
0
06 Feb 2015
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