Augmenting Multi-Instance Multilabel Learning with Sparse Bayesian Models for Skin Biopsy Image Analysis

Augmenting Multi-Instance Multilabel Learning with Sparse Bayesian Models for Skin Biopsy Image Analysis

Skin biopsy images can reveal causes and severity of many skin diseases, which is a significant complement for skin surface inspection. Automatic annotation of skin biopsy image is an important problem for increasing efficiency and reducing the subjectiveness in diagnosis. However it is challenging...

Full description

Bibliographic Details
Main Authors:	Zhang, Gang, Yin, Jian, Su, Xiangyang, Huang, Yongjing, Lao, Yingrong, Liang, Zhaohui, Ou, Shanxing, Zhang, Honglai
Format:	Online
Language:	English
Published:	Hindawi Publishing Corporation 2014
Online Access:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3997873/

Similar Items

Automated skin biopsy histopathological image annotation using multi-instance representation and learning
by: Zhang, Gang, et al.
Published: (2013)

Multi-Instance Multilabel Learning with Weak-Label for Predicting Protein Function in Electricigens
by: Wu, Jian-Sheng, et al.
Published: (2015)

Multilabel Image Annotation Based on Double-Layer PLSA Model
by: Zhang, Jing, et al.
Published: (2014)

A Variable Precision Attribute Reduction Approach in Multilabel Decision Tables
by: Li, Hua, et al.
Published: (2014)

Improved functional prediction of proteins by learning kernel combinations in multilabel settings
by: Roth, Volker, et al.
Published: (2007)

DERMA: A Melanoma Diagnosis Platform Based on Collaborative Multilabel Analog Reasoning
by: Nicolas, Ruben, et al.
Published: (2014)

On Multilabel Classification Methods of Incompletely Labeled Biomedical Text Data
by: Kolesov, Anton, et al.
Published: (2014)

Selfie sign language recognition with multiple features on adaboost multilabel multiclass classifier
by: Part Time Noor Husna binti Mohamad Zayadi
Published: (2018)

Multiple-instance learning with pairwise instance similarity
by: Yuan Liming, et al.
Published: (2014-09-01)

Polygenic Modeling with Bayesian Sparse Linear Mixed Models
by: Zhou, Xiang, et al.
Published: (2013)

Sparse Bayesian Learning for DOA Estimation with Mutual Coupling
by: Dai, Jisheng, et al.
Published: (2015)

Bayesian Alternation during Tactile Augmentation
by: Goeke, Caspar M., et al.
Published: (2016)

Protein ontology instance store
by: Sidhu, Amandeep, et al.
Published: (2007)

Remarkable Instance of Diseased Bladder
Published: (1826)

Drug activity prediction using multiple-instance learning via joint instance and feature selection
by: Zhao, Zhendong, et al.
Published: (2013)

Multiclass Sparse Bayesian Regression for fMRI-Based Prediction
by: Michel, Vincent, et al.
Published: (2011)

Automatic Annotation of Spatial Expression Patterns via Sparse Bayesian Factor Models
by: Pruteanu-Malinici, Iulian, et al.
Published: (2011)

Development of sparse Bayesian multinomial generalized linear model for multi-class prediction
by: Madahian, Behrouz, et al.
Published: (2014)

Implementation of multiple-instance learning in drug activity prediction
by: Fu, Gang, et al.
Published: (2012)

Bayesian multiple-instance motif discovery with BAMBI: inference of recombinase and transcription factor binding sites
by: Jajamovich, Guido H., et al.
Published: (2011)

Instance reduction for one-class classification
by: Krawczyk, Bartosz, et al.
Published: (2018)

Why vicarious experience is not an instance of synesthesia
by: Rothen, Nicolas, et al.
Published: (2013)

Experiences of experts about the instances of plagiarism
by: Keyvanara, Mahmod, et al.
Published: (2013)

Two Instances of Proved Rabies in the Tiger
by: Pandit, S. R.
Published: (1950)

Singular Instance of Vomiting of Fat and Blood
Published: (1826)

A Unique Instance of Lead Intoxication
by: Cox, H. V. W.
Published: (1921)

Automating deployment of several GBrowse instances
by: Moore, Neil, et al.
Published: (2014)

Application of Multilabel Learning Using the Relevant Feature for Each Label in Chronic Gastritis Syndrome Diagnosis
by: Liu, Guo-Ping, et al.
Published: (2012)

MiL-FISH: Multilabeled Oligonucleotides for Fluorescence In Situ Hybridization Improve Visualization of Bacterial Cells
by: Schimak, Mario P., et al.
Published: (2015)

Many Local Pattern Texture Features: Which Is Better for Image-Based Multilabel Human Protein Subcellular Localization Classification?
by: Yang, Fan, et al.
Published: (2014)

Localized instance fusion of MRI data of Alzheimer’s disease for classification based on instance transfer ensemble learning
by: Xiaoheng Tan, et al.
Published: (2018-05-01)

Instance Transfer Learning with Multisource Dynamic TrAdaBoost
by: Zhang, Qian, et al.
Published: (2014)

Complications of skin biopsy
by: Abhishek, Kumar, et al.
Published: (2015)

Visual Tracking Based on an Improved Online Multiple Instance Learning Algorithm
by: Wang, Li Jia, et al.
Published: (2016)

An empirical comparative study of instance-based schema matching
by: Alzeber, Mogahed, et al.
Published: (2018)

Software engineering ontology - the instance knowledge (Part I)
by: Wongthongtham, Pornpit, et al.
Published: (2007)

Software engineering ontology - the instance knowledge (Part II)
by: Wongthongtham, Pornpit, et al.
Published: (2007)

Exploiting fitness distance correlation (FDC) of timetabling instances
by: Md Sultan, Abu Bakar, et al.
Published: (2005)

A new approach for instance-based schema matching
by: Mahdi, Osamah Abdul Sattar
Published: (2014)

Instance based matching using regular expression
by: Mehdi, Osama A., et al.
Published: (2012)