A Survey on Active Learning and Human-in-the-Loop Deep Learning for Medical Image Analysis

7 October 2019

Papers citing "A Survey on Active Learning and Human-in-the-Loop Deep Learning for Medical Image Analysis"

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Title
Safe Uncertainty-Aware Learning of Robotic Suturing Wilbert Peter Empleo Yitaek Kim Hansoul Kim Thiusius Rajeeth Savarimuthu Iñigo Iturrate 10 0 0 22 May 2025
Towards user-centered interactive medical image segmentation in VR with an assistive AI agent Pascal Spiegler Arash Harirpoush Yiming Xiao 56 0 0 12 May 2025
MALADY: Multiclass Active Learning with Auction Dynamics on Graphs Gokul Bhusal Kevin Miller Ekaterina Merkurjev 51 1 0 14 Sep 2024
CALICO: Confident Active Learning with Integrated Calibration L. S. Querol Hajime Nagahara Hideaki Hayashi 38 0 0 02 Jul 2024
Federated Active Learning Framework for Efficient Annotation Strategy in Skin-lesion Classification Zhipeng Deng Yuqiao Yang Kenji Suzuki MedIm FedML 64 1 0 17 Jun 2024
Survey of Computerized Adaptive Testing: A Machine Learning Perspective Qi Liu Zhuang Yan Haoyang Bi Zhenya Huang Weizhe Huang ... Z. Pardos Haiping Ma Mengxiao Zhu Shijin Wang Enhong Chen AI4Ed 68 9 0 31 Mar 2024
Improving deep learning with prior knowledge and cognitive models: A survey on enhancing explainability, adversarial robustness and zero-shot learning F. Mumuni A. Mumuni AAML 42 5 0 11 Mar 2024
A Survey on Human-AI Teaming with Large Pre-Trained Models Vanshika Vats Marzia Binta Nizam Minghao Liu Ziyuan Wang Richard Ho ... Celeste Shen Rachel Shen Nafisa Hussain Kesav Ravichandran James Davis LM&MA 70 8 0 07 Mar 2024
DeepATLAS: One-Shot Localization for Biomedical Data Peter D. Chang 37 0 0 14 Feb 2024
Direct Acquisition Optimization for Low-Budget Active Learning Zhuokai Zhao Yibo Jiang Yuxin Chen 52 1 0 08 Feb 2024
[Citation needed] Data usage and citation practices in medical imaging conferences Théo Sourget Ahmet Akkocc Stinna Winther Christine Lyngbye Galsgaard Amelia Jiménez-Sánchez Dovile Juodelyte Caroline Petitjean Veronika Cheplygina 30 2 0 05 Feb 2024
Foundation Model Makes Clustering A Better Initialization For Cold-Start Active Learning Han Yuan Chuan Hong AI4CE 48 0 0 04 Feb 2024
Medical Image Classification Using Transfer Learning and Chaos Game Optimization on the Internet of Medical Things Alhassan Mabrouk Abdelghani Dahou M. A. Abd Elaziz R. D. Díaz Redondo Mohammed Kayed 23 20 0 12 Dec 2023
Correlation-aware active learning for surgery video segmentation Fei Wu Pablo Márquez-Neila Mingyi Zheng Hedyeh Rafii-Tari Raphael Sznitman 43 3 0 15 Nov 2023
Expert enhanced dynamic time warping based anomaly detection Matej Kloska Gabriela Grmanová Viera Rozinajová 39 20 0 02 Oct 2023
Augmenting Chest X-ray Datasets with Non-Expert Annotations Veronika Cheplygina Cathrine Damgaard Dovile Juodelyte Veronika Cheplygina Amelia Jiménez-Sánchez 62 3 0 05 Sep 2023
Hybrid Representation-Enhanced Sampling for Bayesian Active Learning in Musculoskeletal Segmentation of Lower Extremities Ganping Li Yoshito Otake Mazen Soufi M. Taniguchi Masahide Yagi N. Ichihashi Keisuke Uemura Masaki Takao Nobuhiko Sugano Yoshinobu Sato 46 4 0 26 Jul 2023
Aligning Synthetic Medical Images with Clinical Knowledge using Human Feedback Shenghuan Sun Gregory M. Goldgof A. Butte Ahmed Alaa MedIm 40 12 0 16 Jun 2023
Data Efficient Contrastive Learning in Histopathology using Active Sampling Tahsin Reasat David S. Smith MedIm 62 0 0 28 Mar 2023
Addressing UX Practitioners' Challenges in Designing ML Applications: an Interactive Machine Learning Approach K. J. Kevin Feng David W. McDonald HAI 36 12 0 23 Feb 2023
Complex QA and language models hybrid architectures, Survey Xavier Daull P. Bellot Emmanuel Bruno Vincent Martin Elisabeth Murisasco ELM 48 15 0 17 Feb 2023
Active Learning in Brain Tumor Segmentation with Uncertainty Sampling, Annotation Redundancy Restriction, and Data Initialization Daniel D. Kim Rajat S. Chandra Jianbiao Peng Jing Wu Xue Feng ... Li Yang A. Kazerooni A. Nabavizadeh Harrison X. Bai Zhicheng Jiao 26 5 0 05 Feb 2023
TAAL: Test-time Augmentation for Active Learning in Medical Image Segmentation Mélanie Gaillochet Christian Desrosiers H. Lombaert 35 11 0 16 Jan 2023
Scalable Batch Acquisition for Deep Bayesian Active Learning Aleksandr Rubashevskii Daria A. Kotova Maxim Panov BDL 32 3 0 13 Jan 2023
Approaching Peak Ground Truth Florian Kofler J. Wahle Ivan Ezhov S. J. Wagner Rami Al-Maskari ... Jan Kirschke C. Zimmer Benedikt Wiestler Bjoern Menze Marie Piraud 42 9 0 31 Dec 2022
Few-shot Medical Image Segmentation with Cycle-resemblance Attention Hao Ding Changchang Sun Hao Tang Dawen Cai Yan Yan 46 46 0 07 Dec 2022
Human-in-the-Loop Hate Speech Classification in a Multilingual Context Ana Kotarcic Dominik Hangartner Fabrizio Gilardi Selina Kurer K. Donnay 34 2 0 05 Dec 2022
Entity Matching by Pool-based Active Learning Youfang Han Chunping Li 49 2 0 01 Nov 2022
Meta-Learning Initializations for Interactive Medical Image Registration Zachary Michael Cieman Baum Yipeng Hu D. Barratt 71 13 0 27 Oct 2022
Quantifying Aleatoric and Epistemic Uncertainty in Machine Learning: Are Conditional Entropy and Mutual Information Appropriate Measures? Lisa Wimmer Yusuf Sale Paul Hofman Bern Bischl Eyke Hüllermeier PER UD 49 69 0 07 Sep 2022
Information Gain Sampling for Active Learning in Medical Image Classification Raghav Mehta Changjian Shui Brennan Nichyporuk Tal Arbel 24 5 0 01 Aug 2022
Auto Machine Learning for Medical Image Analysis by Unifying the Search on Data Augmentation and Neural Architecture Jianwei Zhang Dong Li Lituan Wang Lei Zhang 42 2 0 21 Jul 2022
Data-Centric Epidemic Forecasting: A Survey Alexander Rodríguez Harshavardhan Kamarthi Pulak Agarwal Javen Ho Mira Patel Suchet Sapre B. Prakash OOD 44 19 0 19 Jul 2022
Less Is More: A Comparison of Active Learning Strategies for 3D Medical Image Segmentation Josafat-Mattias Burmeister M. Rosas J. Hagemann Jonas Kordt J. Blum Simon Shabo Benjamin Bergner I. A. Sinai 28 6 0 02 Jul 2022
Is More Data All You Need? A Causal Exploration Athanasios Vlontzos Hadrien Reynaud Bernhard Kainz CML 34 2 0 06 Jun 2022
User Trust on an Explainable AI-based Medical Diagnosis Support System Yao Rong N. Castner Efe Bozkir Enkelejda Kasneci 31 8 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 59 28 0 13 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 45 105 0 25 Mar 2022
Human-Centric Artificial Intelligence Architecture for Industry 5.0 Applications Jovze M. Rovzanec I. Novalija Patrik Zajec K. Kenda Hooman Tavakoli ... G. Sofianidis Spyros Theodoropoulos Blavz Fortuna Dunja Mladenić John Soldatos 3DV AI4CE 49 121 0 21 Mar 2022
Generating 3D Bio-Printable Patches Using Wound Segmentation and Reconstruction to Treat Diabetic Foot Ulcers H. Chae Seunghwan Lee H. Son Seungjae Han T. Lim MedIm 55 3 0 08 Mar 2022
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 52 90 0 14 Oct 2021
Robust Interactive Semantic Segmentation of Pathology Images with Minimal User Input Mostafa Jahanifar Neda Zamani Tajeddin Navid Alemi Koohbanani Nasir M. Rajpoot 36 22 0 30 Aug 2021
Gone Fishing: Neural Active Learning with Fisher Embeddings Jordan T. Ash Surbhi Goel A. Krishnamurthy Sham Kakade 35 86 0 17 Jun 2021
Continual Active Learning for Efficient Adaptation of Machine Learning Models to Changing Image Acquisition Matthias Perkonigg J. Hofmanninger Georg Langs MedIm OOD 38 16 0 07 Jun 2021
Deep Learning Body Region Classification of MRI and CT examinations P. Raffy J. Pambrun Ashish Kumar David Dubois Jay W. Patti R. Cairns Ryan Young 24 8 0 28 Apr 2021
Diminishing Uncertainty within the Training Pool: Active Learning for Medical Image Segmentation V. Nath Dong Yang Bennett A. Landman Daguang Xu H. Roth 45 69 0 07 Jan 2021
Intuitiveness in Active Teaching Jan Philip Göpfert Ulrike Kuhl L. Hindemith H. Wersing Barbara Hammer HAI 35 3 0 25 Dec 2020
3D Semi-Supervised Learning with Uncertainty-Aware Multi-View Co-Training Yingda Xia Fengze Liu Ke Wang Jinzheng Cai Lequan Yu Zhuotun Zhu Daguang Xu Alan Yuille H. Roth 188 124 0 29 Nov 2018
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 393 10,661 0 19 Feb 2017
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 299 9,202 0 06 Jun 2015