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Assessing generalisability of deep learning-based polyp detection and
  segmentation methods through a computer vision challenge

Assessing generalisability of deep learning-based polyp detection and segmentation methods through a computer vision challenge

24 February 2022
Sharib Ali
N. Ghatwary
Debesh Jha
Ece Isik Polat
Gorkem Polat
Chen Yang
Wuyang Li
Adrian Galdran
M. A. G. Ballester
Vajira Thambawita
Steven Hicks
S. Poudel
Sang-Woong Lee
Ziyi Jin
Tianyuan Gan
Chen-Ping Yu
Jiangpeng Yan
Doyeob Yeo
Hyunseok Lee
Nikhil Kumar Tomar
Mahmood Haithmi
Amr Ahmed
Michael A. Riegler
C. Daul
P. Halvorsen
J. Rittscher
O. Salem
Dominique Lamarque
R. Cannizzaro
S. Realdon
Thomas de Lange
J. East
ArXivPDFHTML

Papers citing "Assessing generalisability of deep learning-based polyp detection and segmentation methods through a computer vision challenge"

27 / 27 papers shown
Title
RSFR: A Coarse-to-Fine Reconstruction Framework for Diffusion Tensor Cardiac MRI with Semantic-Aware Refinement
RSFR: A Coarse-to-Fine Reconstruction Framework for Diffusion Tensor Cardiac MRI with Semantic-Aware Refinement
Jiahao Huang
Fanwen Wang
Pedro F. Ferreira
H. Zhang
Yinzhe Wu
...
R. Rajakulasingam
Ranil De Silva
D. Pennell
Guang Yang
S. Nielles-Vallespin
DiffM
MedIm
43
0
0
25 Apr 2025
MoENAS: Mixture-of-Expert based Neural Architecture Search for jointly Accurate, Fair, and Robust Edge Deep Neural Networks
MoENAS: Mixture-of-Expert based Neural Architecture Search for jointly Accurate, Fair, and Robust Edge Deep Neural Networks
Lotfi Abdelkrim Mecharbat
Alberto Marchisio
Muhammad Shafique
M. Ghassemi
Tuka Alhanai
84
0
0
11 Feb 2025
A Survey on Deep Learning for Polyp Segmentation: Techniques, Challenges and Future Trends
A Survey on Deep Learning for Polyp Segmentation: Techniques, Challenges and Future Trends
Jiaxin Mei
Tao Zhou
Kaiwen Huang
Yizhe Zhang
Yi Zhou
Ye Wu
Huazhu Fu
153
12
0
20 Jan 2025
Polyp-E: Benchmarking the Robustness of Deep Segmentation Models via
  Polyp Editing
Polyp-E: Benchmarking the Robustness of Deep Segmentation Models via Polyp Editing
Runpu Wei
Zijin Yin
Kongming Liang
Min Min
C. Pan
Gang Yu
Haonan Huang
Yan Liu
Z. Ma
25
0
0
22 Oct 2024
LGS: A Light-weight 4D Gaussian Splatting for Efficient Surgical Scene
  Reconstruction
LGS: A Light-weight 4D Gaussian Splatting for Efficient Surgical Scene Reconstruction
Hengyu Liu
Yifan Liu
Chenxin Li
W. J. Li
Yixuan Yuan
3DGS
71
20
0
23 Jun 2024
SimSAM: Zero-shot Medical Image Segmentation via Simulated Interaction
SimSAM: Zero-shot Medical Image Segmentation via Simulated Interaction
Benjamin Towle
Xin Chen
Ke Zhou
MedIm
37
1
0
02 Jun 2024
REAL-Colon: A dataset for developing real-world AI applications in
  colonoscopy
REAL-Colon: A dataset for developing real-world AI applications in colonoscopy
Carlo Biffi
G. Antonelli
Sebastian Bernhofer
Cesare Hassan
Daizen Hirata
Mineo Iwatate
A. Maieron
Pietro Salvagnini
Andrea Cherubini
28
9
0
04 Mar 2024
Bayesian uncertainty-weighted loss for improved generalisability on
  polyp segmentation task
Bayesian uncertainty-weighted loss for improved generalisability on polyp segmentation task
Rebecca S Stone
P. E. Chavarrias-Solano
A. Bulpitt
David C. Hogg
Sharib Ali
UQCV
43
0
0
13 Sep 2023
Validating polyp and instrument segmentation methods in colonoscopy
  through Medico 2020 and MedAI 2021 Challenges
Validating polyp and instrument segmentation methods in colonoscopy through Medico 2020 and MedAI 2021 Challenges
Debesh Jha
Vanshali Sharma
Debapriya Banik
Debayan Bhattacharya
K. Roy
...
Sharib Ali
Michael A. Riegler
P. Halvorsen
Thomas de Lange
Ulas Bagci
30
1
0
30 Jul 2023
TransRUPNet for Improved Polyp Segmentation
TransRUPNet for Improved Polyp Segmentation
Debesh Jha
Nikhil Kumar Tomar
Debayan Bhattacharya
Ulas Bagci
ViT
MedIm
20
0
0
03 Jun 2023
SSL-CPCD: Self-supervised learning with composite pretext-class
  discrimination for improved generalisability in endoscopic image analysis
SSL-CPCD: Self-supervised learning with composite pretext-class discrimination for improved generalisability in endoscopic image analysis
Ziang Xu
J. Rittscher
Sharib Ali
13
3
0
31 May 2023
Consistency Regularization for Domain Generalization with Logit
  Attribution Matching
Consistency Regularization for Domain Generalization with Logit Attribution Matching
Han Gao
Kaican Li
Weiyan Xie
Zhi Lin
Yongxiang Huang
Luning Wang
Caleb Chen Cao
N. Zhang
13
2
0
13 May 2023
Segment Anything in Medical Images
Segment Anything in Medical Images
Jun Ma
Yuting He
Feifei Li
Li-Jun Han
Chenyu You
Bo Wang
MedIm
VLM
36
453
0
24 Apr 2023
Why is the winner the best?
Why is the winner the best?
Matthias Eisenmann
Annika Reinke
V. Weru
M. Tizabi
Fabian Isensee
...
Zixuan Zhao
Klaus Maier-Hein
Paul F. Jäger
A. Kopp-Schneider
Lena Maier-Hein
17
22
0
30 Mar 2023
EndoBoost: a plug-and-play module for false positive suppression during
  computer-aided polyp detection in real-world colonoscopy (with dataset)
EndoBoost: a plug-and-play module for false positive suppression during computer-aided polyp detection in real-world colonoscopy (with dataset)
Haoran Wang
Yan Zhu
W. Qin
Yizhe Zhang
Pinghong Zhou
Quanlin Li
Shuo Wang
Zhijian Song
27
2
0
23 Dec 2022
Biomedical image analysis competitions: The state of current
  participation practice
Biomedical image analysis competitions: The state of current participation practice
Matthias Eisenmann
Annika Reinke
V. Weru
M. Tizabi
Fabian Isensee
...
Baosheng Zou
Klaus Maier-Hein
Paul F. Jäger
A. Kopp-Schneider
Lena Maier-Hein
29
25
0
16 Dec 2022
Sources of performance variability in deep learning-based polyp
  detection
Sources of performance variability in deep learning-based polyp detection
T. Tran
T. Adler
Amine Yamlahi
E. Christodoulou
Patrick Godau
...
M. Tizabi
Peter Sauer
Tillmann Persicke
Jörg Gerhard Albert
Lena Maier-Hein
18
12
0
17 Nov 2022
On the Optimal Combination of Cross-Entropy and Soft Dice Losses for
  Lesion Segmentation with Out-of-Distribution Robustness
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
Federated Learning for Medical Applications: A Taxonomy, Current Trends,
  Challenges, and Future Research Directions
Federated Learning for Medical Applications: A Taxonomy, Current Trends, Challenges, and Future Research Directions
A. Rauniyar
D. Hagos
Debesh Jha
J. E. Haakegaard
Ulas Bagci
D. Rawat
Vladimir Vlassov
OOD
41
91
0
05 Aug 2022
Segmentation Consistency Training: Out-of-Distribution Generalization
  for Medical Image Segmentation
Segmentation Consistency Training: Out-of-Distribution Generalization for Medical Image Segmentation
Birk Torpmann-Hagen
Vajira Thambawita
K. Glette
P. Halvorsen
Michael A. Riegler
19
3
0
30 May 2022
Class Distance Weighted Cross-Entropy Loss for Ulcerative Colitis
  Severity Estimation
Class Distance Weighted Cross-Entropy Loss for Ulcerative Colitis Severity Estimation
Gorkem Polat
I. Ergenc
H. Kani
Y. Alahdab
O. Atug
A. Temi̇zel
13
26
0
09 Feb 2022
A multi-centre polyp detection and segmentation dataset for
  generalisability assessment
A multi-centre polyp detection and segmentation dataset for generalisability assessment
Sharib Ali
Debesh Jha
N. Ghatwary
S. Realdon
R. Cannizzaro
...
Andreas Petlund
P. Halvorsen
J. Rittscher
Thomas de Lange
J. East
22
83
0
08 Jun 2021
TransFuse: Fusing Transformers and CNNs for Medical Image Segmentation
TransFuse: Fusing Transformers and CNNs for Medical Image Segmentation
Yundong Zhang
Huiye Liu
Qiang Hu
ViT
MedIm
206
891
0
16 Feb 2021
Robust Medical Instrument Segmentation Challenge 2019
Robust Medical Instrument Segmentation Challenge 2019
T. Ross
Annika Reinke
Peter M. Full
M. Wagner
H. Kenngott
...
Lei Zhu
Manuel Wiesenfarth
A. Kopp-Schneider
Beat P. Müller-Stich
Lena Maier-Hein
54
43
0
23 Mar 2020
Endoscopy disease detection challenge 2020
Endoscopy disease detection challenge 2020
Sharib Ali
N. Ghatwary
B. Braden
Dominique Lamarque
A. Bailey
S. Realdon
R. Cannizzaro
J. Rittscher
C. Daul
J. East
24
24
0
07 Mar 2020
Deep High-Resolution Representation Learning for Visual Recognition
Deep High-Resolution Representation Learning for Visual Recognition
Jingdong Wang
Ke Sun
Tianheng Cheng
Borui Jiang
Chaorui Deng
...
Yadong Mu
Mingkui Tan
Xinggang Wang
Wenyu Liu
Bin Xiao
195
3,529
0
20 Aug 2019
SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image
  Segmentation
SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation
Vijay Badrinarayanan
Alex Kendall
R. Cipolla
SSeg
446
15,637
0
02 Nov 2015
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