Active Learning for Segmentation Based on Bayesian Sample Queries

Active Learning for Segmentation Based on Bayesian Sample Queries

22 December 2019

Philipp Fürnstahl

Papers citing "Active Learning for Segmentation Based on Bayesian Sample Queries"

10 / 10 papers shown

Title
A comprehensive survey on deep active learning in medical image analysis Haoran Wang Q. Jin Shiman Li Siyu Liu Manning Wang Zhijian Song VLM 44 22 0 22 Oct 2023
Data efficient deep learning for medical image analysis: A survey Suruchi Kumari Pravendra Singh 37 12 0 10 Oct 2023
Discwise Active Learning for LiDAR Semantic Segmentation Ozan Unal Dengxin Dai Ali Tamer Unal Luc Van Gool 9 6 0 23 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 26 3 0 26 Jul 2023
MedLSAM: Localize and Segment Anything Model for 3D CT Images Wenhui Lei Xu Wei Xiaofan Zhang Kang Li Shaoting Zhang MedIm 26 3 0 26 Jun 2023
Active learning for medical image segmentation with stochastic batches Mélanie Gaillochet Christian Desrosiers H. Lombaert UQCV 25 20 0 18 Jan 2023
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 25 1 0 19 Aug 2022
A Survey on Active Deep Learning: From Model-driven to Data-driven Peng Liu Lizhe Wang Guojin He Lei Zhao 13 13 0 25 Jan 2021
Semi-supervised Active Learning for Instance Segmentation via Scoring Predictions Jun Wang Shaoguo Wen Kaixing Chen Jianghua Yu Xiaoxia Zhou Peng Gao Changsheng Li Guotong Xie ISeg 11 18 0 09 Dec 2020
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 282 9,136 0 06 Jun 2015