arrow
返回

Object knowledge-aware multiple instance learning for small tumor segmentation

delete2025-12-15
delete0
PRE
AI
H
Haofeng Liu
S
Shuiping Gou
Y
Yanyan Zhou
C
Changzhe Jiao
W
Wenbo Liu *
M
Mei Shi
Z
Zhonghua Luo *
DOI:10.1016/j.bspc.2025.109400delete
delete原文链接
delete原文求助
delete分享
delete收藏
摘要

摘要

En 中文
• 使用边界框标注来训练分割模型可以节省时间和成本。 • 松散的边界框缺乏传统MIL方法所需的紧致性先验。 • OKMIL的准确率接近全监督分割方法的准确率。 • 相比SOTA方法,微小肿瘤的准确率提高了14.85%。

期刊

Biomedical Signal Processing and Control 封面图
Biomedical Signal Processing and Control
IF:
4.9
论文数:
1.0W
被引数:
2.4W

机构

B
Beijing Haidian Hospital
学者数:
30
论文数: 14
被引数: 317
S
shandong second medical university
学者数:
8.2K
论文数: 3.7K
被引数: 71
X
Xidian University
学者数:
2.4W
论文数: 1.9W
被引数: 9.7K
A
Air Force Medical University
学者数:
1.4W
论文数: 5.9K
被引数: 1.4W
学者 查看更多机构
引用论文

引用论文

A pseudo-labeling based weakly supervised segmentation method for few-shot texture images
err2024-03-01
err2
PREAI
errHan, Yuexing; Li, Ruiqi; Wang, Bing; Ruan, Liheng; Chen, Qiaochuan
err分享
err收藏
Feature reduction for hepatocellular carcinoma prediction using machine learning algorithms
err2024-06-18
err15
errOAAI
errMostafa, Ghada; Mahmoud, Hamdi; Abd El-Hafeez, Tarek; Elaraby, Mohamed E.
err分享
err收藏
DA-Tran: Multiphase liver tumor segmentation with a domain-adaptive transformer network
err2024-05-01
err1
PREAI
errNi, Yangfan; Chen, Geng; Feng, Zhan; Cui, Heng; Metaxas, Dimitris; Zhang, Shaoting; Zhu, Wentao
err分享
err收藏
Multiple instance learning: A survey of problem characteristics and applications多实例学习: 问题特征与应用综述
err2018-05-01
err434
errOAAI
errCarbonneau, Marc-Andre; Cheplygina, Veronika; Granger, Eric; Gagnon, Ghyslain
err分享
err收藏
Deep weakly-supervised breast tumor segmentation in ultrasound images with explicit anatomical constraints
err2022-02-01
err27
PREAI
errLi, Yongshuai; Liu, Yuan; Huang, Lijie; Wang, Zhili; Luo, Jianwen
err分享
err收藏
Weakly supervised histopathology image segmentation with self-attention
err2023-05-01
err17
PREAI
errLi, Kailu; Qian, Ziniu; Han, Yingnan; Chang, Eric I-Chao; Wei, Bingzheng; Lai, Maode; Liao, Jing; Fan, Yubo; Xu, Yan
err分享
err收藏
学者 查看更多内容