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From Modern CNNs to Vision Transformers: Assessing the Performance,
  Robustness, and Classification Strategies of Deep Learning Models in
  Histopathology

From Modern CNNs to Vision Transformers: Assessing the Performance, Robustness, and Classification Strategies of Deep Learning Models in Histopathology

11 April 2022
Maximilian Springenberg
A. Frommholz
M. Wenzel
Eva Weicken
Jackie Ma
Nils Strodthoff
    MedIm
ArXivPDFHTML

Papers citing "From Modern CNNs to Vision Transformers: Assessing the Performance, Robustness, and Classification Strategies of Deep Learning Models in Histopathology"

8 / 8 papers shown
Title
Harnessing Transformers: A Leap Forward in Lung Cancer Image Detection
Harnessing Transformers: A Leap Forward in Lung Cancer Image Detection
Amine Bechar
Y. Elmir
Rafik Medjoudj
Yassine Himeur
Abbes Amira
ViT
MedIm
34
5
0
16 Nov 2023
GenSelfDiff-HIS: Generative Self-Supervision Using Diffusion for
  Histopathological Image Segmentation
GenSelfDiff-HIS: Generative Self-Supervision Using Diffusion for Histopathological Image Segmentation
Vishnuvardhan Purma
Suhas Srinath
Seshan Srirangarajan
A. Kakkar
Prathosh A.P.
MedIm
DiffM
33
2
0
04 Sep 2023
Towards quantitative precision for ECG analysis: Leveraging state space
  models, self-supervision and patient metadata
Towards quantitative precision for ECG analysis: Leveraging state space models, self-supervision and patient metadata
Temesgen Mehari
Nils Strodthoff
26
17
0
29 Aug 2023
Dynamically Scaled Temperature in Self-Supervised Contrastive Learning
Dynamically Scaled Temperature in Self-Supervised Contrastive Learning
Siladittya Manna
Soumitri Chattopadhyay
Rakesh Dey
Saumik Bhattacharya
Umapada Pal
30
1
0
02 Aug 2023
DiffInfinite: Large Mask-Image Synthesis via Parallel Random Patch
  Diffusion in Histopathology
DiffInfinite: Large Mask-Image Synthesis via Parallel Random Patch Diffusion in Histopathology
Marco Aversa
Gabriel Nobis
Miriam Hagele
Kai Standvoss
Mihaela Chirica
...
D. Ivanova
Wojciech Samek
Frederick Klauschen
B. Sanguinetti
Luis Oala
MedIm
27
19
0
23 Jun 2023
Robust and Efficient Medical Imaging with Self-Supervision
Robust and Efficient Medical Imaging with Self-Supervision
Shekoofeh Azizi
Laura J. Culp
Jan Freyberg
Basil Mustafa
Sebastien Baur
...
Geoffrey E. Hinton
N. Houlsby
Alan Karthikesalingam
Mohammad Norouzi
Vivek Natarajan
OOD
71
58
0
19 May 2022
Bottleneck Transformers for Visual Recognition
Bottleneck Transformers for Visual Recognition
A. Srinivas
Nayeon Lee
Niki Parmar
Jonathon Shlens
Pieter Abbeel
Ashish Vaswani
SLR
290
980
0
27 Jan 2021
Methods for Interpreting and Understanding Deep Neural Networks
Methods for Interpreting and Understanding Deep Neural Networks
G. Montavon
Wojciech Samek
K. Müller
FaML
234
2,238
0
24 Jun 2017
1