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A Survey on Active Learning and Human-in-the-Loop Deep Learning for Medical Image Analysis
7 October 2019
Samuel Budd
E. C. Robinson
Bernhard Kainz
LM&MA
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Papers citing
"A Survey on Active Learning and Human-in-the-Loop Deep Learning for Medical Image Analysis"
30 / 130 papers shown
Suggestive Annotation of Brain MR Images with Gradient-guided Sampling
Chengliang Dai
Shuo Wang
Yuanhan Mo
Elsa D. Angelini
Wenhan Luo
Wenjia Bai
DiffM
MedIm
263
12
0
02 Jun 2022
User Trust on an Explainable AI-based Medical Diagnosis Support System
Yao Rong
N. Castner
Efe Bozkir
Enkelejda Kasneci
162
10
0
26 Apr 2022
WSSS4LUAD: Grand Challenge on Weakly-supervised Tissue Semantic Segmentation for Lung Adenocarcinoma
Chu Han
Xipeng Pan
Lixu Yan
Huan Lin
Bingbing Li
...
Chengda Lu
Xin Chen
C. Liang
Qingling Zhang
Zaiyi Liu
289
41
0
13 Apr 2022
Rapid model transfer for medical image segmentation via iterative human-in-the-loop update: from labelled public to unlabelled clinical datasets for multi-organ segmentation in CT
IEEE International Symposium on Biomedical Imaging (ISBI), 2022
Wenao Ma
Shuang Zheng
Lei Zhang
Huimao Zhang
Qi Dou
78
5
0
13 Apr 2022
Task-Aware Active Learning for Endoscopic Image Analysis
S. Thapa
Pranav Poudel
Binod Bhattarai
Danail Stoyanov
125
4
0
07 Apr 2022
A Comparative Survey of Deep Active Learning
Xueying Zhan
Qingzhong Wang
Kuan-Hao Huang
Haoyi Xiong
Dejing Dou
Antoni B. Chan
FedML
HAI
476
123
0
25 Mar 2022
Human-Centric Artificial Intelligence Architecture for Industry 5.0 Applications
International Journal of Production Research (IJPR), 2022
Jovze M. Rovzanec
I. Novalija
Patrik Zajec
K. Kenda
Hooman Tavakoli
...
G. Sofianidis
Spyros Theodoropoulos
Blavz Fortuna
Dunja Mladenić
John Soldatos
3DV
AI4CE
209
182
0
21 Mar 2022
Generating 3D Bio-Printable Patches Using Wound Segmentation and Reconstruction to Treat Diabetic Foot Ulcers
Computer Vision and Pattern Recognition (CVPR), 2022
H. Chae
Seunghwan Lee
H. Son
Seungjae Han
T. Lim
MedIm
132
6
0
08 Mar 2022
Improving traffic sign recognition by active search
German Conference on Pattern Recognition (DAGM), 2021
Sami Jaghouar
Hannes Gustafsson
Bernhard Mehlig
Erik Werner
N. Gustafsson
91
1
0
29 Nov 2021
Continual Active Learning Using Pseudo-Domains for Limited Labelling Resources and Changing Acquisition Characteristics
Matthias Perkonigg
J. Hofmanninger
Christian Herold
H. Prosch
Georg Langs
OOD
164
6
0
25 Nov 2021
Learning 3D Semantic Segmentation with only 2D Image Supervision
International Conference on 3D Vision (3DV), 2021
Kyle Genova
Xiaoqi Yin
Abhijit Kundu
C. Pantofaru
Forrester Cole
Avneesh Sud
B. Brewington
B. Shucker
Thomas Funkhouser
3DPC
154
94
0
21 Oct 2021
Multi-Layer Pseudo-Supervision for Histopathology Tissue Semantic Segmentation using Patch-level Classification Labels
Chu Han
Jiatai Lin
Jinhai Mai
Yi Wang
Qingling Zhang
...
Zeyan Xu
Xiaomei Huang
Guoqiang Han
Chang-xiu Liang
Zaiyi Liu
261
131
0
14 Oct 2021
Robust Framework for COVID-19 Identification from a Multicenter Dataset of Chest CT Scans
Sadaf Khademi
Shahin Heidarian
Parnian Afshar
Nastaran Enshaei
F. Naderkhani
...
A. Oikonomou
A. Shafiee
Faranak Babaki Fard
Konstantinos N. Plataniotis
Arash Mohammadi
OOD
213
0
0
19 Sep 2021
Robust Interactive Semantic Segmentation of Pathology Images with Minimal User Input
Mostafa Jahanifar
Neda Zamani Tajeddin
Navid Alemi Koohbanani
Nasir M. Rajpoot
148
23
0
30 Aug 2021
Reducing Annotating Load: Active Learning with Synthetic Images in Surgical Instrument Segmentation
Haonan Peng
Shan Lin
Daniel King
Yun-Hsuan Su
Randall Bly
K. Moe
Blake Hannaford
MedIm
211
8
0
07 Aug 2021
A Survey of Human-in-the-loop for Machine Learning
Xingjiao Wu
Luwei Xiao
Yixuan Sun
Junhang Zhang
Tianlong Ma
Liangbo He
SyDa
558
654
0
02 Aug 2021
Fast and Scalable Image Search For Histology
Chengkuan Chen
Ming Y. Lu
Drew F. K. Williamson
Tiffany Y. Chen
A. J. Schaumberg
Faisal Mahmood
64
3
0
28 Jul 2021
A Tale Of Two Long Tails
Daniel D'souza
Zach Nussbaum
Chirag Agarwal
Sara Hooker
175
24
0
27 Jul 2021
Knowledge Modelling and Active Learning in Manufacturing
Jože M. Rožanec
I. Novalija
Patrik Zajec
K. Kenda
Dunja Mladenić
AI4CE
141
3
0
05 Jul 2021
Gone Fishing: Neural Active Learning with Fisher Embeddings
Neural Information Processing Systems (NeurIPS), 2021
Jordan T. Ash
Surbhi Goel
A. Krishnamurthy
Sham Kakade
206
101
0
17 Jun 2021
Continual Active Learning for Efficient Adaptation of Machine Learning Models to Changing Image Acquisition
Information Processing in Medical Imaging (IPMI), 2021
Matthias Perkonigg
J. Hofmanninger
Georg Langs
MedIm
OOD
180
19
0
07 Jun 2021
Deep Learning Body Region Classification of MRI and CT examinations
Journal of digital imaging (JDI), 2021
P. Raffy
J. Pambrun
Ashish Kumar
David Dubois
Jay W. Patti
R. Cairns
Ryan Young
126
14
0
28 Apr 2021
Active learning for medical code assignment
M. D. Ferreira
Michal Malyska
Nicola Sahar
Riccardo Miotto
F. Paulovich
E. Milios
191
3
0
12 Apr 2021
A Survey on Active Deep Learning: From Model-driven to Data-driven
Peng Liu
Lizhe Wang
Guojin He
Lei Zhao
252
20
0
25 Jan 2021
Active learning for object detection in high-resolution satellite images
Alex Goupilleau
Tugdual Ceillier
M. Corbineau
ObjD
73
10
0
07 Jan 2021
Diminishing Uncertainty within the Training Pool: Active Learning for Medical Image Segmentation
IEEE Transactions on Medical Imaging (TMI), 2020
V. Nath
Dong Yang
Bennett A. Landman
Daguang Xu
H. Roth
223
82
0
07 Jan 2021
Intuitiveness in Active Teaching
Jan Philip Göpfert
Ulrike Kuhl
L. Hindemith
H. Wersing
Barbara Hammer
HAI
266
3
0
25 Dec 2020
Classifying Breast Histopathology Images with a Ductal Instance-Oriented Pipeline
International Conference on Pattern Recognition (ICPR), 2020
Beibin Li
E. Mercan
Sachin Mehta
S. Knezevich
C. Arnold
D. Weaver
J. Elmore
Linda G. Shapiro
235
6
0
11 Dec 2020
Challenges in Deploying Machine Learning: a Survey of Case Studies
ACM Computing Surveys (ACM CSUR), 2020
Andrei Paleyes
Raoul-Gabriel Urma
Neil D. Lawrence
358
501
0
18 Nov 2020
A Survey of Deep Active Learning
ACM Computing Surveys (ACM CSUR), 2020
Pengzhen Ren
Yun Xiao
Xiaojun Chang
Po-Yao (Bernie) Huang
Zhihui Li
Brij B. Gupta
Xiaojiang Chen
Xin Wang
401
1,344
0
30 Aug 2020
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