Benchmarking HEp-2 specimen cells classification using linear discriminant analysis on higher order spectra features of cell shape

Khamael Al-Dulaimi; Vinod Chandran; Kien Nguyen; Jasmine Banks; Inmaculada Tomeo-Reyes

doi:10.1016/j.patrec.2019.06.020

Keywords

Artificial intelligencePattern recognition (psychology)Linear discriminant analysisSupport vector machineComputer scienceSegmentationShape analysis (program analysis)Classifier (UML)Hep G2Feature extractionMathematicsBiologyCell culture

Affiliated Institutions

Related Publications

Classification of cervical cell nuclei using morphological segmentation and textural feature extraction

Ross F. Walker , Paul Jackway , Brian C. Lovell +1 more

This paper presents preliminary results for the classification of Pap Smear cell nuclei, using gray level co-occurrence matrix (GLCM) textural features. We outline a method of n...

2002 37 citations

Shape Quantization and Recognition with Randomized Trees

Yali Amit , Donald Geman

We explore a new approach to shape recognition based on a virtually infinite family of binary features (queries) of the image data, designed to accommodate prior information abo...

1997 Neural Computation 1252 citations

Classifier Technology and the Illusion of Progress

David J. Hand

A great many tools have been developed for supervised classification, ranging from early methods such as linear discriminant analysis through to modern developments such as neur...

2006 Statistical Science 675 citations

Object class recognition by unsupervised scale-invariant learning

Rob Fergus , Pietro Perona , Andrew Zisserman

We present a method to learn and recognize object class models from unlabeled and unsegmented cluttered scenes in a scale invariant manner. Objects are modeled as flexible const...

2003 2035 citations

Feature selection based on mutual information criteria of max-dependency, max-relevance, and min-redundancy

Hanchuan Peng , Fuhui Long , Chen Ding

Feature selection is an important problem for pattern classification systems. We study how to select good features according to the maximal statistical dependency criterion base...

2005 IEEE Transactions on Pattern Analysis... 10050 citations

Publication Info

Year: 2019
Type: article
Volume: 125
Pages: 534-541
Citations: 40
Access: Closed

External Links

View on DOI.org

Social Impact

Altmetric

Benchmarking HEp-2 specimen cells classification using linear discriminant analysis on higher order spectra features of cell shape

PlumX Metrics

Social media, news, blog, policy document mentions

Citation Metrics

OpenAlex

Cite This

APA Style

                            
                                    Khamael Al-Dulaimi, 
                                
                                    Vinod Chandran, 
                                
                                    Kien Nguyen
                                
                                et al.
                            
                            (2019). 
                            Benchmarking HEp-2 specimen cells classification using linear discriminant analysis on higher order spectra features of cell shape. 
                            Pattern Recognition Letters
                            , 125
                            
                            , 534-541.
                            https://doi.org/10.1016/j.patrec.2019.06.020

Identifiers

DOI: 10.1016/j.patrec.2019.06.020