Petra Perner

Affiliations:
  • Institute of Computer Vision and Applied Computer Sciences (IBaI), Leipzig, Germany


According to our database1, Petra Perner authored at least 141 papers between 1984 and 2023.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

Legend:

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PhD thesis 
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Bibliography

2023
Cascading spatio-temporal attention network for real-time action detection.
Mach. Vis. Appl., November, 2023

2022
A novel fast combine-and-conquer object detector based on only one-level feature map.
Comput. Vis. Image Underst., 2022

2021
Detection of Hygiene-Relevant Parameters from Cereal Grains such as Mycotoxin based on Microscopic Imaging, Intelligent Image Processing and Data Mining.
Trans. Mass Data Anal. Images Signals, 2021

2020
Editorial.
Trans. Mach. Learn. Data Min., 2020

Corona Virus Global Health Transformation to Telemedicine, the Quality-of-Service Provision, and the Cybersecurity Challenges.
Trans. Mach. Learn. Data Min., 2020

Expert Opinion on Automatic Image Analysis in Drug Discovery.
Trans. Mass Data Anal. Images Signals, 2020

2019
Indirect Determination of Mycotoxin Concentration with Image Processing and Data Mining.
Proceedings of the Advances in Mass Data Analysis of Images and Signals in Medicine, 2019

Functions and Architecture for Automatic Predictive Targeting and Modelling Realtime On-line Behavior.
Proceedings of the Advances in Data Mining, 2019

Functions and Architecture for Automatic Predictive Targeting and Modelling Real-time On-line Behavior.
Proceedings of the Data Mining in Marketing 15th International Workshop on Data Mining in Marketing, 2019

Learning of Shape Models from Exemplars of Biological Objects in Images.
Proceedings of the Advances in Computer Vision, 2019

Case-Based Reasoning - Methods, Techniques, and Applications.
Proceedings of the Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications, 2019

2018
Mining Knowledge for Differential Diagnosis of Pulmonary Nodules.
Trans. Mach. Learn. Data Min., 2018

A Hazy Image Database with Analysis of the Frequency Magnitude.
Int. J. Pattern Recognit. Artif. Intell., 2018

Determination of Alzheimer Disease by the Calculation of the Brain/Liquor Quotient.
Proceedings of the Advances in Mass Data Analysis of Images and Signals in Medicine, 2018

2017
Verification of Hypotheses generated by Case-Based Reasoning Object Matching.
Trans. Mass Data Anal. Images Signals, 2017

Case-Based Object Recognition.
Trans. Case Based Reason., 2017

Multi-Strategy Learning For Image Interpretation Systems Based on CBR and Evolutionary Learning.
Trans. Case Based Reason., 2017

A Hazy Image Database with Amplitude Spectra Analysis.
Proceedings of the Advances in Mass Data Analysis of Images and Signals in Medicine, 2017

Mining Frequent Subgraph Pattern Over a Collection of Attributed-Graphs and Construction of a Relation Hierarchy for Result Reporting.
Proceedings of the Advances in Data Mining. Applications and Theoretical Aspects, 2017

2016
A New Similarity Measure for Sequences and Time-Series Applied to Spectrometer Signal Analysis.
Trans. Case Based Reason., 2016

Representation of 1-D Signals by a 0_1 Sequence and Similarity-Based Interpretation: A Case-Based Reasoning Approach.
Proceedings of the Machine Learning and Data Mining in Pattern Recognition, 2016

System Architecture and Functions of Internet-Based Production of Tailor-Made Clothes.
Proceedings of the Intelligent Interactive Multimedia Systems and Services 2016, 2016

Iris recognition and what is next? Iris diagnosis: a new challenging topic for machine vision from image acquisition to image interpretation.
Proceedings of the Ninth International Conference on Machine Vision, 2016

Model Development and Incremental Learning Based on Case-Based Reasoning for Signal and Image Analysis.
Proceedings of the Computational Modeling of Objects Presented in Images. Fundamentals, Methods, and Applications, 2016

Smart Spaces for On-line Tailor-Made Production of Clothes.
Proceedings of the 30th International Conference on Advanced Information Networking and Applications Workshops, 2016

2015
Automatic Cell Tracking and Kinetic Feature Description of Cell Paths for Image Mining.
Proceedings of the Machine Learning and Data Mining in Pattern Recognition, 2015

Case-Based Reasoning for Spectrometer Signal Analysis.
Proceedings of the Advances in Mass Data Analysis of Images and Signals in Medicine, 2015

Cognitive Aspects of Object Recognition - Recognition of Objects by Texture.
Proceedings of the 19th International Conference in Knowledge Based and Intelligent Information and Engineering Systems, 2015

Tracking Living Cells in Microscopic Images and Description of the Kinetics of the Cells.
Proceedings of the 19th International Conference in Knowledge Based and Intelligent Information and Engineering Systems, 2015

New Methods for Big Data Analysis in Images.
Proceedings of the 29th IEEE International Conference on Advanced Information Networking and Applications Workshops, 2015

2014
A Method for Supporting the Domain Expert by the Interpretation of Different Decision Trees Learnt from the Same Domain.
Qual. Reliab. Eng. Int., 2014

Using Human Experts Opinion to Similarity and from Object Calculated Numerical Similarity in Order to Improve the Classification Accuracy.
Trans. Mach. Learn. Data Min., 2014

Observation of the Internal Mitochondrial Movement of the Cells by Classification into Classes Round, Tubular and Cell Death.
Trans. Mass Data Anal. Images Signals, 2014

NPRF - Our view to novel forensic multimedia data analysis.
Proceedings of the 2014 22nd Signal Processing and Communications Applications Conference (SIU), 2014

Integrating Input from Human Experts into Prototype-Based Classifier Learning.
Proceedings of the 16th LWA Workshops: KDML, 2014

Mining Sparse and Big Data by Case-based Reasoning.
Proceedings of the 18th International Conference in Knowledge Based and Intelligent Information and Engineering Systems, 2014

The Study of the Internal Mitochondrial Movement of the Cells by Data Mining with Prototype-Based Classification.
Proceedings of the 2014 International Conference on Intelligent Networking and Collaborative Systems, 2014

Detecting the Transition Stage of Cells and Cell Parts by Prototype-Based Classification.
Proceedings of the Advances in Data Mining. Applications and Theoretical Aspects, 2014

A Novel Method for the Interpretation of Spectrometer Signals Based on Delta-Modulation and Similarity Determination.
Proceedings of the 28th IEEE International Conference on Advanced Information Networking and Applications, 2014

2013
A Similarity-Based Object Recognition Algorithm.
Trans. Mass Data Anal. Images Signals, 2013

A New Method for Solving the Point-Correspondence Problem between Two Shapes and Their Similarity Calculation.
Trans. Mass Data Anal. Images Signals, 2013

Image Acquisition and Detection of the Iris for Iridiology.
Proceedings of the Advances in Mass Data Analysis of Images and Signals in Medicine, 2013

Case-Based Reasoning and the Statistical Challenges II.
Proceedings of the Advances in Data Mining, 13th Industrial Conference, 2013

How to Compare and Interpret Two Learnt Decision Trees from the Same Domain?
Proceedings of the 27th International Conference on Advanced Information Networking and Applications Workshops, 2013

2012
Why Quantitative Measurement of Cellular Events and What can be achieved with Pattern Recognition and Data Mining?
Trans. Mass Data Anal. Images Signals, 2012

Incremental Learning of the Model for Watershed-Based Image Segmentation.
Proceedings of the Combinatorial Image Analysis - 15th International Workshop, 2012

2011
Mining Colorectal Polyp Images for Colon Examination based on Texture Description and Decision Tree Induction.
Trans. Mach. Learn. Data Min., 2011

A Novel Method for the Interpretation of Spectrometer Signals Based on Delta-Modulation and Similarity Determination.
Trans. Mass Data Anal. Images Signals, 2011

The Problem of Normalization and a Normalized Similarity Measure by Online Data.
Trans. Case Based Reason., 2011

Learning an Ontology for Visual Tasks.
Proceedings of the Computational Intelligence for Multimedia Understanding, 2011

A Comparison between Haralick's Texture Descriptor and the Texture Descriptor Based on Random Sets for Biological Images.
Proceedings of the Machine Learning and Data Mining in Pattern Recognition, 2011

Interpretation of (RAMAN) Spectrometer-Signals Based on Delta Modulation and Similarity-Based Classification - Label-Free Screening of Bio-Molecular Interactions Based on Raman Spectroscopy.
Proceedings of the Advances in Mass Data Analysis of Images and Signals in Medicine, 2011

About the Use of Data Bases for Data Mining in Direct Marketing.
Proceedings of the Advances in Data Mining. 11th Industrial Conference, 2011

How to Interpret Decision Trees?
Proceedings of the Advances in Data Mining. Applications and Theoretical Aspects, 2011

A First Note on the Problem of Normalization and a Normalized Similarity Measure by Online Data.
Proceedings of the Advances in Data Mining. 11th Industrial Conference, 2011

2010
Fuzzy conceptual clustering.
Qual. Reliab. Eng. Int., 2010

An Approach for Data Mining in Drug Development based on Decision Tree Clustering and Classification.
Trans. Mach. Learn. Data Min., 2010

Mining 3D Biological Images in order to Construct a Landscape Model of Biological Objects.
Trans. Mach. Learn. Data Min., 2010

Incremental Learning of Statistical Models from a Temporal Data Stream . An MML-Based Appoach.
Trans. Mach. Learn. Data Min., 2010

Prototype-Based Classification for Automatic Knowledge Acquisition of Pathological Processes at the Cellular Level.
Trans. Mass Data Anal. Images Signals, 2010

Evaluation of Feature Subset Selection, Feature Weighting, and Prototype Selection for Biomedical Applications.
J. Softw. Eng. Appl., 2010

2009
Can Prototype-Based Classification be a good Method for Biomedical Applications?.
Trans. Mach. Learn. Data Min., 2009

Learning of Shape Models from Exemplars of Biological Objects in Images.
Trans. Mass Data Anal. Images Signals, 2009

Health Monitoring by Image Acquisition and Analysis of Hazardous Biological Material in Air - A System for Airborne Fungi Identification.
Trans. Mass Data Anal. Images Signals, 2009

Flexible High-Content Image Analysis System for the Automatic Image Analysis and Interpretation of Cell Images - Computerized Methods in System Biology.
Trans. Mass Data Anal. Images Signals, 2009

Special issue data mining and machine learning.
Eng. Appl. Artif. Intell., 2009

Concepts for novelty detection and handling based on a case-based reasoning process scheme.
Eng. Appl. Artif. Intell., 2009

Novelty Detection and In-Line Learning of Novel Concepts According to a Case-Based Reasoning Process Schema for High-Content Image Analysis in System Biology and Medicine.
Comput. Intell., 2009

Diagnosis of Lymphatic Tumors by Case-Based Reasoning on Microscopic Images.
Trans. Case Based Reason., 2009

A Study on the Case Image Description for Learning the Model of the Watershed Segmentation.
Trans. Case Based Reason., 2009

Similarity-Based Motion Tracking of Cells in Microscopic Images.
Proceedings of the Medical Informatics in a United and Healthy Europe - Proceedings of MIE 2009, The XXIInd International Congress of the European Federation for Medical Informatics, Sarajevo, Bosnia and Herzegovina, August 30, 2009

Life cell tracking in microscopic images for high-content screening.
Proceedings of the Twenty-Second IEEE International Symposium on Computer-Based Medical Systems, 2009

2008
Introduction to Case-Based Reasoning for Signals and Images.
Proceedings of the Case-Based Reasoning on Images and Signals, 2008

Case-Based Reasoning for Image Segmentation by Watershed Transformation.
Proceedings of the Case-Based Reasoning on Images and Signals, 2008

Case-based reasoning and the statistical challenges.
Qual. Reliab. Eng. Int., 2008

Case-Based-Reasoning for Image Segmentation.
Int. J. Pattern Recognit. Artif. Intell., 2008

Prototype-based classification.
Appl. Intell., 2008

Novel Computerized Methods in System Biology -Flexible High-Content Image Analysis and Interpretation System for Cell Images.
Proceedings of the Advances in Mass Data Analysis of Images and Signals in Medicine, 2008

Evaluation of Feature Subset Selection, Feature Weighting, and Prototype Selection for Biomedical Applications.
Proceedings of the Advances in Case-Based Reasoning, 9th European Conference, 2008

Evaluating a Case-Based Classifier for Biomedical Applications.
Proceedings of the Twenty-First IEEE International Symposium on Computer-Based Medical Systems, 2008

2007
Image Acquisition and Analysis of Hazardous Biological Material in Air.
Proceedings of the Advances in Mass Data Analysis of Signals and Images in Medicine, 2007

Automatic Quality Control of Cereals in Particular Wheat-Subtask Detection of Hygiene-Relevant Parameters.
Proceedings of the Advances in Mass Data Analysis of Signals and Images in Medicine, 2007

Semi-automatic Semantic Tagging of 3D Images from Pancreas Cells.
Proceedings of the Advances in Mass Data Analysis of Signals and Images in Medicine, 2007

Semi-Automatic Semantic Annotation of Images.
Proceedings of the Workshops Proceedings of the 7th IEEE International Conference on Data Mining (ICDM 2007), 2007

Watershed Segmentation Via Case-Based Reasoning.
Proceedings of the Case-Based Reasoning Research and Development, 2007

2006
Case-base maintenance by conceptual clustering of graphs.
Eng. Appl. Artif. Intell., 2006

Recent advances in data mining.
Eng. Appl. Artif. Intell., 2006

Conceptual Clustering and Case Generalization of Two-Dimensional Forms.
Comput. Intell., 2006

Case-based object recognition for airborne fungi recognition.
Artif. Intell. Medicine, 2006

Intelligent data analysis in medicine - Recent advances.
Artif. Intell. Medicine, 2006

Aligning Concave and Convex Shapes.
Proceedings of the Structural, 2006

Data Preparation of Web Log Files for Marketing Aspects Analyses.
Proceedings of the Advances in Data Mining, 2006

Detection of Hygiene-relevant Parameters from Cereal Grains based on Intelligent Image Interpretation and Data Mining.
Proceedings of the 6th Industrial Conference on Data Mining, Workshop Proceedings, 2006

A General Approach to Shape Characterization for Biomedical Problems.
Proceedings of the 6th Industrial Conference on Data Mining, Workshop Proceedings, 2006

A Comparative Study of Catalogue-Based Classification.
Proceedings of the Advances in Case-Based Reasoning, 8th European Conference, 2006

Case-Based Object Recognition with Application to Biological Images.
Proceedings of the Progress in Pattern Recognition, 2006

2005
Image processing in case-based reasoning.
Knowl. Eng. Rev., 2005

Emergent case-based reasoning applications.
Knowl. Eng. Rev., 2005

Medical applications in case-based reasoning.
Knowl. Eng. Rev., 2005

Acquisition of Concept Descriptions by Conceptual Clustering.
Proceedings of the Machine Learning and Data Mining in Pattern Recognition, 2005

Learning of general cases.
Proceedings of the 6th International Conference on Case-Based Reasoning, 2005

2004
Empirical evaluation of feature subset selection based on a real-world data set.
Eng. Appl. Artif. Intell., 2004

Learning of Form Models from Exemplars.
Proceedings of the Structural, 2004

Recognition of Airborne Fungi Spores in Digital Microscopic Images.
Proceedings of the 17th International Conference on Pattern Recognition, 2004

Mining Images to Find General Forms of Biological Objects.
Proceedings of the Advances in Data Mining, 2004

Case-Based Object Recognition.
Proceedings of the Advances in Case-Based Reasoning, 7th European Conference, 2004

Case Acquisition and Case Mining for Case-Based Object Recognition.
Proceedings of the Advances in Case-Based Reasoning, 7th European Conference, 2004

2003
Health Monitoring by an Image Interpretation System - A System for Airborne Fungi Identification.
Proceedings of the Medical Data Analysis, 4th International Symposium, 2003

Incremental Learning of Retrieval Knowledge in a Case-Based Reasoning System.
Proceedings of the Case-Based Reasoning Research and Development, 2003

2002
Data Mining - Concepts and Techniques.
Künstliche Intell., 2002

Mining knowledge for HEp-2 cell image classification.
Artif. Intell. Medicine, 2002

Intelligent E-marketing with Web Mining, Personalization, and User-Adpated Interfaces.
Proceedings of the Advances in Data Mining, 2002

Texture Classification Based on the Boolean Model and its Application to Hep-2 Cells.
Proceedings of the 16th International Conference on Pattern Recognition, 2002

Similarity Guided Learning of the Case Description and Improvement of the System Performance in an Image Classification System.
Proceedings of the Advances in Case-Based Reasoning, 6th European Conference, 2002

Data Mining on Multimedia Data
Lecture Notes in Computer Science 2558, Springer, ISBN: 3-540-00317-7, 2002

2001
Preface - Machine Learning and Data Mining in Pattern Recognition.
Pattern Recognit. Lett., 2001

A comparison between neural networks and decision trees based on data from industrial radiographic testing.
Pattern Recognit. Lett., 2001

Improving the Accuracy of Decision Tree Induction by Feature Presentation.
Appl. Artif. Intell., 2001

A Hybrid Tool for Data Mining in Picture Archiving System.
Proceedings of the Machine Learning and Data Mining in Pattern Recognition, 2001

Are Case-Based Reasoning and Dissimilarity-Based Classification Two Sides of the Same Coin?
Proceedings of the Machine Learning and Data Mining in Pattern Recognition, 2001

Motion Tracking of Animals for Behavior Analysis.
Proceedings of the Visual Form 2001, 4th International Workshop on Visual Form, 2001

Classificaiton of HEp-2 Cells Using Fluorescent Image Analysis and Data Mining.
Proceedings of the Medical Data Analysis, Second International Symposium, 2001

Data Mining and E-Commerce.
Proceedings of the Data Mining, 2001

Why Case-Based Reasoning Is Attractive for Image Interpretation.
Proceedings of the Case-Based Reasoning Research and Development, 2001

2000
Controlling the Segmentation Parameters by Case-Based Reasoning.
Proceedings of the 15th International Conference on Pattern Recognition, 2000

CBR-Based Ultra Sonic Image Interpretation.
Proceedings of the Advances in Case-Based Reasoning, 5th European Workshop, 2000

Mining knowledge in medical image databases.
Proceedings of the Data Mining and Knowledge Discovery: Theory, 2000

1999
A Comparison between Neural Networks and Decision Trees.
Proceedings of the Machine Learning and Data Mining in Pattern Recognition, 1999

An Architecture for a CBR Image Segmentation System.
Proceedings of the Case-Based Reasoning and Development, Third International Conference, 1999

1998
Multi-interval Discretization Methods for Decision Tree Learning.
Proceedings of the Advances in Pattern Recognition, 1998

Content-Based Image Indexing and Retrieval in an Image Database for Technical Domains.
Proceedings of the Multimedia Information Analysis and Retrieval, 1998

Image analysis and classification of HEp-2 cells in fluorescent images.
Proceedings of the Fourteenth International Conference on Pattern Recognition, 1998

Different Learning Strategies in a Case-Based Reasoning System for Image Interpretation.
Proceedings of the Advances in Case-Based Reasoning, 4th European Workshop, 1998

Similarity-based image segmentation for determination of brain / liquor ratio in CT image by Alzheimer Dementia.
Proceedings of the Bildverarbeitung für die Medizin: Algorithmen, 1998

1997
Wissensakquisition in der medizinischen Diagnose mittels Induktion von Entscheidungsbäumen.
Künstliche Intell., 1997

1996
Knowledge Acquisition by Symbolic Decision Tree Induction for Interpretation of Digital Images in Radiology.
Proceedings of the Advances in Structural and Syntactical Pattern Recognition, 1996

Ultra Sonic Image Interpretation for Non-Destructive Testing.
Proceedings of IAPR Workshop on Machine Vision Applications, 1996

1995
Case Based Reasoning for Image Interpretation.
Proceedings of the Computer Analysis of Images and Patterns, 6th International Conference, 1995

1994
A knowledge-based image-inspection system for automatic defect recognition, classification, and process diagnosis.
Mach. Vis. Appl., 1994

1993
Application of Knowledge-Based Image Inspection System for Diagnosis of Misprints in Offsetprinting.
Proceedings of the Computer Analysis of Images and Patterns, 5th International Conference, 1993

1984
Datenreduktionsverfahren für technologische Industrierobotersteuerungen mit direkter Teach-in-Programmierung.
PhD thesis, 1984


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