Search Results - multiple-(instance OR instalace) learning algorithms

Incomplete Label Multiple Instance Multiple Label Learning by Nguyen, Tam, Raich, Raviv

“… To alleviate this issue, various reduced label settings have been considered including semi-supervised learning, partial- or incomplete-label learning, multiple-instance learning, and active learning…”
Get full text

Multiple-Instance Learning for Medical Image and Video Analysis by Quellec, Gwenole, Cazuguel, Guy, Cochener, Beatrice, Lamard, Mathieu

“…Multiple-instance learning (MIL) is a recent machine-learning paradigm that is particularly well suited to medical image and video analysis (MIVA) tasks…”
Get full text

Classifying and segmenting microscopy images with deep multiple instance learning by Kraus, Oren Z., Ba, Jimmy Lei, Frey, Brendan J.

“… Here we develop an approach that combines deep convolutional neural networks (CNNs) with multiple instance learning (MIL…”
Get full text

MILES: Multiple-Instance Learning via Embedded Instance Selection by Yixin Chen, Jinbo Bi, Wang, J.Z.

“…), instead of individual samples within each bag (called instances). Most previous multiple-instance learning (MIL…”
Get full text

Accurate Screening of COVID-19 Using Attention-Based Deep 3D Multiple Instance Learning by Han, Zhongyi, Wei, Benzheng, Hong, Yanfei, Li, Tianyang, Cong, Jinyu, Zhu, Xue, Wei, Haifeng, Zhang, Wei

“… We propose an attention-based deep 3D multiple instance learning (AD3D-MIL) where a patient-level…”
Get full text

MILIS: Multiple Instance Learning with Instance Selection by Fu, Zhouyu, Robles-Kelly, Antonio, Zhou, Jun

“…Multiple instance learning (MIL) is a paradigm in supervised learning that deals with the classification of collections of instances called bags…”
Get full text

Robust Object Tracking with Online Multiple Instance Learning by Babenko, B., Ming-Hsuan Yang, Belongie, S.

“…In this paper, we address the problem of tracking an object in a video given its location in the first frame and no other information. Recently, a class of…”
Get full text

Fast Bundle Algorithm for Multiple-Instance Learning by Bergeron, C., Moore, G., Zaretzki, J., Breneman, C. M., Bennett, K. P.

“…We present a bundle algorithm for multiple-instance classification and ranking. These frameworks yield improved models on many problems possessing special structure…”
Get full text

Not-so-supervised: A survey of semi-supervised, multi-instance, and transfer learning in medical image analysis by Cheplygina, Veronika, de Bruijne, Marleen, Pluim, Josien P.W.

“… We give an overview of semi-supervised, multiple instance, and transfer learning in medical imaging, both in diagnosis or segmentation…”
Get full text

CAMIL: channel attention-based multiple instance learning for whole slide image classification by Mao, Jinyang, Xu, Junlin, Tang, Xianfang, Liu, Yongjin, Zhao, Heaven, Tian, Geng, Yang, Jialiang

“… Multiple instance learning (MIL) provides a robust framework for analyzing whole slide images with slide-level labels at gigapixel resolution…”
Get full text

Theory and Algorithms for Shapelet-Based Multiple-Instance Learning by Suehiro, Daiki, Hatano, Kohei, Takimoto, Eiji, Yamamoto, Shuji, Bannai, Kenichi, Takeda, Akiko

“…We propose a new formulation of multiple-instance learning (MIL), in which a unit of data consists of a set of instances called a bag…”
Get more information

Rethinking Multiple Instance Learning for Whole Slide Image Classification: A Good Instance Classifier Is All You Need by Qu, Linhao, Ma, Yingfan, Luo, Xiaoyuan, Guo, Qinhao, Wang, Manning, Song, Zhijian

“…Weakly supervised whole slide image classification is usually formulated as a multiple instance learning (MIL…”
Get full text

Pseudo-Bag Mixup Augmentation for Multiple Instance Learning-Based Whole Slide Image Classification by Liu, Pei, Ji, Luping, Zhang, Xinyu, Ye, Feng

“…Given the special situation of modeling gigapixel images, multiple instance learning (MIL…”
Get full text

Real-time visual tracking via online weighted multiple instance learning by Zhang, Kaihua, Song, Huihui

“… Multiple instance learning (MIL) method is recently introduced into the tracking task, which can alleviate drift to some extent…”
Get full text

Acoustic COVID-19 Detection Using Multiple Instance Learning by Reiter, Michael, Pernkopf, Franz

“… Subsequently, a Multiple Instance Learning (MIL) model based on self-attention is incorporated to make collective predictions for multiple time segments within each audio recording, taking advantage of longer durations…”
Get full text

ECG Analysis Using Multiple Instance Learning for Myocardial Infarction Detection by Sun, Li, Lu, Yanping, Yang, Kaitao, Li, Shaozi

“… In this paper, we first discuss the rationale for applying multiple instance learning (MIL) to automated ECG classification and then propose a new MIL strategy called latent…”
Get full text

Label Cleaning Multiple Instance Learning: Refining Coarse Annotations on Single Whole-Slide Images by Wang, Zhenzhen, Saoud, Carla, Wangsiricharoen, Sintawat, James, Aaron W., Popel, Aleksander S., Sulam, Jeremias

“…Annotating cancerous regions in whole-slide images (WSIs) of pathology samples plays a critical role in clinical diagnosis, biomedical research, and machine learning algorithms development…”
Get full text

Multiple Instance Learning with Genetic Pooling for medical data analysis by Bhattacharjee, Kamanasish, Pant, Millie, Zhang, Yu-Dong, Satapathy, Suresh Chandra

“…•First approach in designing Multiple Instance Pooling function through metaheuristics i.e. Genetic algorithm…”
Get full text

Disentangled Pseudo-Bag Augmentation for Whole Slide Image Multiple Instance Learning by Dong, Jiuyang, Jiang, Junjun, Jiang, Kui, Li, Jiahan, Cai, Linghan, Zhang, Yongbing

“…As the predominant approach for pathological whole slide image (WSI) classification, multiple instance learning (MIL…”
Get full text

Multiple instance learning for classification of dementia in brain MRI by Tong, Tong, Wolz, Robin, Gao, Qinquan, Guerrero, Ricardo, Hajnal, Joseph V., Rueckert, Daniel

“…[Display omitted] •Multiple instance learning technique is applied to classification of subjects with Alzheimer’s disease…”
Get full text