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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"

50 / 58 papers shown

Title
Towards user-centered interactive medical image segmentation in VR with an assistive AI agent Pascal Spiegler Arash Harirpoush Yiming Xiao 168 0 0 12 May 2025
Enhancing SAM with Efficient Prompting and Preference Optimization for Semi-supervised Medical Image Segmentation Aishik Konwer Zhijian Yang Erhan Bas Cao Xiao Prateek Prasanna Parminder Bhatia Taha A. Kass-Hout MedIm VLM 129 2 0 06 Mar 2025
Multi-label Classification for Android Malware Based on Active Learning Qijing Qiao Ruitao Feng Sen Chen Fei Zhang Xiaohong Li 100 8 0 09 Oct 2024
MALADY: Multiclass Active Learning with Auction Dynamics on Graphs Gokul Bhusal Kevin Miller Ekaterina Merkurjev 137 1 0 14 Sep 2024
Leveraging Variation Theory in Counterfactual Data Augmentation for Optimized Active Learning Simret Araya Gebreegziabher Kuangshi Ai Zheng Zhang Elena L. Glassman Tao Li 49 4 0 07 Aug 2024
Federated Active Learning Framework for Efficient Annotation Strategy in Skin-lesion Classification Zhipeng Deng Yuqiao Yang Kenji Suzuki MedIm FedML 109 2 0 17 Jun 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 126 10 0 07 Mar 2024
Direct Acquisition Optimization for Low-Budget Active Learning Zhuokai Zhao Yibo Jiang Yuxin Chen 101 1 0 08 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 51 21 0 12 Dec 2023
Can input reconstruction be used to directly estimate uncertainty of a regression U-Net model? -- Application to proton therapy dose prediction for head and neck cancer patients Margerie Huet-Dastarac Dan Nguyen Steve B. Jiang John A. Lee A. M. Barragán-Montero OOD UQCV 54 0 0 30 Oct 2023
Augmenting Chest X-ray Datasets with Non-Expert Annotations Veronika Cheplygina Cathrine Damgaard Dovile Juodelyte Veronika Cheplygina Amelia Jiménez-Sánchez 151 4 0 05 Sep 2023
Test-time augmentation-based active learning and self-training for label-efficient segmentation Bella Specktor-Fadida Anna Levchakov Dana Schonberger L. Ben‐Sira D. Ben Bashat Leo Joskowicz 99 0 0 21 Aug 2023
General Purpose Artificial Intelligence Systems (GPAIS): Properties, Definition, Taxonomy, Societal Implications and Responsible Governance I. Triguero Daniel Molina Javier Poyatos Javier Del Ser Francisco Herrera AI4TS AI4MH 124 5 0 26 Jul 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 113 5 0 26 Jul 2023
Efficient Failure Pattern Identification of Predictive Algorithms Bao Nguyen Viet Anh Nguyen 73 0 0 01 Jun 2023
Cold PAWS: Unsupervised class discovery and addressing the cold-start problem for semi-supervised learning Evelyn J. Mannix H. Bondell SSL 45 0 0 17 May 2023
AbdomenAtlas-8K: Annotating 8,000 CT Volumes for Multi-Organ Segmentation in Three Weeks Chongyu Qu Tiezheng Zhang Hualin Qiao Jie Liu Yucheng Tang Alan Yuille Zongwei Zhou 132 41 0 16 May 2023
A Review of Deep Learning for Video Captioning Moloud Abdar Meenakshi Kollati Swaraja Kuraparthi Farhad Pourpanah Daniel J. McDuff ... Shuicheng Yan Abduallah A. Mohamed Abbas Khosravi Min Zhang Fatih Porikli 3DV 125 22 0 22 Apr 2023
Data Efficient Contrastive Learning in Histopathology using Active Sampling Tahsin Reasat David S. Smith MedIm 107 0 0 28 Mar 2023
Complex QA and language models hybrid architectures, Survey Xavier Daull P. Bellot Emmanuel Bruno Vincent Martin Elisabeth Murisasco ELM 232 16 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 64 5 0 05 Feb 2023
Active learning for medical image segmentation with stochastic batches Mélanie Gaillochet Christian Desrosiers H. Lombaert UQCV 89 24 0 18 Jan 2023
TAAL: Test-time Augmentation for Active Learning in Medical Image Segmentation Mélanie Gaillochet Christian Desrosiers H. Lombaert 82 12 0 16 Jan 2023
Scalable Batch Acquisition for Deep Bayesian Active Learning Aleksandr Rubashevskii Daria A. Kotova Maxim Panov BDL 107 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 102 10 0 31 Dec 2022
Towards Rapid Prototyping and Comparability in Active Learning for Deep Object Detection Tobias Riedlinger Marius Schubert Karsten Kahl Hanno Gottschalk Matthias Rottmann VLM ObjD 66 2 0 21 Dec 2022
Few-shot Medical Image Segmentation with Cycle-resemblance Attention Hao Ding Changchang Sun Hao Tang Dawen Cai Yan Yan 82 48 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 80 3 0 05 Dec 2022
Active learning using adaptable task-based prioritisation Shaheer U. Saeed João Ramalhinho Mark A. Pinnock Ziyi Shen Yunguan Fu ... D. Barratt Stephen P. Pereira Brian R. Davidson Matthew J. Clarkson Yipeng Hu 89 8 0 03 Dec 2022
Entity Matching by Pool-based Active Learning Youfang Han Chunping Li 185 2 0 01 Nov 2022
Meta-Learning Initializations for Interactive Medical Image Registration Zachary Michael Cieman Baum Yipeng Hu D. Barratt 134 15 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 119 85 0 07 Sep 2022
Ensemble uncertainty as a criterion for dataset expansion in distinct bone segmentation from upper-body CT images Eva Schnider Antal Huck M. Toranelli G. Rauter A. Zam M. Müller-Gerbl Philippe C. Cattin 65 1 0 19 Aug 2022
Information Gain Sampling for Active Learning in Medical Image Classification Raghav Mehta Changjian Shui Brennan Nichyporuk Tal Arbel 61 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 87 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 83 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 93 6 0 02 Jul 2022
Is More Data All You Need? A Causal Exploration Athanasios Vlontzos Hadrien Reynaud Bernhard Kainz CML 75 2 0 06 Jun 2022
User Trust on an Explainable AI-based Medical Diagnosis Support System Yao Rong N. Castner Efe Bozkir Enkelejda Kasneci 78 8 0 26 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 Wenao Ma Shuang Zheng Lei Zhang Huimao Zhang Qi Dou 50 5 0 13 Apr 2022
Task-Aware Active Learning for Endoscopic Image Analysis S. Thapa Pranav Poudel Binod Bhattarai Danail Stoyanov 57 3 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 138 113 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 95 138 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 81 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 119 101 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 63 22 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 91 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 139 534 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 36 2 0 28 Jul 2021
A Tale Of Two Long Tails Daniel D'souza Zach Nussbaum Chirag Agarwal Sara Hooker 70 23 0 27 Jul 2021