Active learning for medical image segmentation with stochastic batches

Active learning for medical image segmentation with stochastic batches

18 January 2023

Mélanie Gaillochet

Christian Desrosiers

Papers citing "Active learning for medical image segmentation with stochastic batches"

9 / 9 papers shown

Title
QuickDraw: Fast Visualization, Analysis and Active Learning for Medical Image Segmentation Daniel Syomichev Padmini Gopinath Guang-Lin Wei Eric Chang Ian Gordon Amanuel Seifu Rahul Pemmaraju Neehar Peri James M. Purtilo 31 0 0 12 Mar 2025
Integrating Deep Metric Learning with Coreset for Active Learning in 3D Segmentation Arvind Murari Vepa Zukang Yang Andrew Choi Jungseock Joo Fabien Scalzo Yizhou Sun 3DPC 63 1 0 24 Nov 2024
Modular Deep Active Learning Framework for Image Annotation: A Technical Report for the Ophthalmo-AI Project Md Abdul Kadir Hasan Md Tusfiqur Alam Pascale Maul H. Profitlich Moritz Wolf Daniel Sonntag VLM MedIm 18 0 0 22 Mar 2024
Foundation Model Makes Clustering A Better Initialization For Cold-Start Active Learning Han Yuan Chuan Hong AI4CE 12 0 0 04 Feb 2024
A comprehensive survey on deep active learning in medical image analysis Haoran Wang Q. Jin Shiman Li Siyu Liu Manning Wang Zhijian Song VLM 39 22 0 22 Oct 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 16 3 0 26 Jul 2023
$Warm Start Active Learning with Proxy Labels \& Selection via Semi-Supervised Fine-Tuning$ Warm Start Active Learning with Proxy Labels \& Selection via Semi-Supervised Fine-Tuning V. Nath Dong Yang H. Roth Daguang Xu 34 24 0 13 Sep 2022
Consistency-based Semi-supervised Active Learning: Towards Minimizing Labeling Cost M. Gao Zizhao Zhang Guo-Ding Yu Sercan Ö. Arik L. Davis Tomas Pfister 151 194 0 16 Oct 2019
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 247 9,042 0 06 Jun 2015