Hybrid Representation-Enhanced Sampling for Bayesian Active Learning in
Musculoskeletal Segmentation of Lower Extremities

Hybrid Representation-Enhanced Sampling for Bayesian Active Learning in Musculoskeletal Segmentation of Lower Extremities

26 July 2023

Yoshito Otake

Mazen Soufi

Keisuke Uemura

Masaki Takao

Nobuhiko Sugano

Yoshinobu Sato

Papers citing "Hybrid Representation-Enhanced Sampling for Bayesian Active Learning in Musculoskeletal Segmentation of Lower Extremities"

5 / 5 papers shown

Title
Validation of musculoskeletal segmentation model with uncertainty estimation for bone and muscle assessment in hip-to-knee clinical CT images Mazen Soufi Y. Otake Makoto Iwasa Keisuke Uemura Tomoki Hakotani ... Suzushi Kusano Masaki Takao S. Okada Nobuhiko Sugano Yoshinobu Sato 16 1 0 04 Sep 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
$Warm Start Active Learning with Proxy Labels \& Selection via Semi-Supervised Fine-Tuning$ 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
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 268 5,635 0 05 Dec 2016
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 247 9,042 0 06 Jun 2015