M. Emre Celebi

Orcid: 0000-0002-2721-6317

Affiliations:
  • University of Central Arkansas, Conway, AR, USA
  • Louisiana State University, Department of Computer Science
  • University of Texas at Arlington, Department of Computer Science and Engineering


According to our database1, M. Emre Celebi authored at least 138 papers between 2004 and 2024.

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

Timeline

Legend:

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PhD thesis 
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Bibliography

2024
A comparative study of color quantization methods using various image quality assessment indices.
Multim. Syst., February, 2024

2023
Forty years of color quantization: a modern, algorithmic survey.
Artif. Intell. Rev., December, 2023

A survey on deep learning for skin lesion segmentation.
Medical Image Anal., August, 2023

Image analysis in advanced skin imaging technology.
Comput. Methods Programs Biomed., August, 2023

Guest Editorial Skin Image Analysis in the Age of Deep Learning.
IEEE J. Biomed. Health Informatics, 2023

2022
Guest Editorial Emerging Challenges for Deep Learning.
IEEE J. Biomed. Health Informatics, 2022

Private Facial Prediagnosis as an Edge Service for Parkinson's DBS Treatment Valuation.
IEEE J. Biomed. Health Informatics, 2022

Guest editorial: Image analysis in dermatology.
Medical Image Anal., 2022

The incremental online k-means clustering algorithm and its application to color quantization.
Expert Syst. Appl., 2022

2021
Skin Melanoma Detection in Microscopic Images Using HMM-Based Asymmetric Analysis and Expectation Maximization.
IEEE J. Biomed. Health Informatics, 2021

Explainable skin lesion diagnosis using taxonomies.
Pattern Recognit., 2021

Advances in domain adaptation for computer vision.
Image Vis. Comput., 2021

Advances in Data Preprocessing for Biomedical Data Fusion: An Overview of the Methods, Challenges, and Prospects.
Inf. Fusion, 2021

Image synthesis with adversarial networks: A comprehensive survey and case studies.
Inf. Fusion, 2021

Private Facial Diagnosis as an Edge Service for Parkinson's DBS Treatment Valuation.
CoRR, 2021

2020
Introduction to the Special Issue on Multimodal Machine Learning for Human Behavior Analysis.
ACM Trans. Multim. Comput. Commun. Appl., 2020

Sparse Wavelet Networks.
IEEE Signal Process. Lett., 2020

Deep learning approaches for real-time image super-resolution.
Neural Comput. Appl., 2020

Fast color quantization using MacQueen's k-means algorithm.
J. Real Time Image Process., 2020

Advances in deep learning for real-time image and video reconstruction and processing.
J. Real Time Image Process., 2020

Colour Quantisation using Human Mental Search and Local Refinement.
Proceedings of the 2020 IEEE International Conference on Systems, Man, and Cybernetics, 2020

2019
Guest Editorial Skin Lesion Image Analysis for Melanoma Detection.
IEEE J. Biomed. Health Informatics, 2019

Dermoscopy Image Analysis: Overview and Future Directions.
IEEE J. Biomed. Health Informatics, 2019

A Survey of Feature Extraction in Dermoscopy Image Analysis of Skin Cancer.
IEEE J. Biomed. Health Informatics, 2019

Diverse adversarial network for image super-resolution.
Signal Process. Image Commun., 2019

DermoDeep-A classification of melanoma-nevus skin lesions using multi-feature fusion of visual features and deep neural network.
Multim. Tools Appl., 2019

Social Behavioral Phenotyping of Drosophila with a2D-3D Hybrid CNN Framework.
CoRR, 2019

Skin Lesion Analysis Toward Melanoma Detection 2018: A Challenge Hosted by the International Skin Imaging Collaboration (ISIC).
CoRR, 2019

Social Behavioral Phenotyping of Drosophila With a 2D-3D Hybrid CNN Framework.
IEEE Access, 2019

Deep Attention Model for the Hierarchical Diagnosis of Skin Lesions.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2019

2018
Special Section Guest Editorial: Image and Video Analysis, Detection and Recognition.
J. Electronic Imaging, 2018

Evolving strategies for the development and evaluation of a computerised melanoma image analysis system.
Comput. methods Biomech. Biomed. Eng. Imaging Vis., 2018

Color Quantization Using Coreset Sampling.
Proceedings of the IEEE International Conference on Systems, Man, and Cybernetics, 2018

Skin lesion analysis toward melanoma detection: A challenge at the 2017 International symposium on biomedical imaging (ISBI), hosted by the international skin imaging collaboration (ISIC).
Proceedings of the 15th IEEE International Symposium on Biomedical Imaging, 2018

2017
Development of a clinically oriented system for melanoma diagnosis.
Pattern Recognit., 2017

Special Section Guest Editorial: Superpixels for Image Processing and Computer Vision.
J. Electronic Imaging, 2017

WN-based approach to melanoma diagnosis from dermoscopy images.
IET Image Process., 2017

Local Features Applied to Dermoscopy Images: Bag-of-Features versus Sparse Coding.
Proceedings of the Pattern Recognition and Image Analysis - 8th Iberian Conference, 2017

2016
Dermoscopy Image Analysis [Book review].
IEEE Trans. Medical Imaging, 2016

Face Recognition in the Scrambled Domain via Salience-Aware Ensembles of Many Kernels.
IEEE Trans. Inf. Forensics Secur., 2016

Privacy-Protected Facial Biometric Verification Using Fuzzy Forest Learning.
IEEE Trans. Fuzzy Syst., 2016

Clinically inspired analysis of dermoscopy images using a generative model.
Comput. Vis. Image Underst., 2016

An Overview of Melanoma Detection in Dermoscopy Images Using Image Processing and Machine Learning.
CoRR, 2016

Skin Lesion Analysis toward Melanoma Detection: A Challenge at the International Symposium on Biomedical Imaging (ISBI) 2016, hosted by the International Skin Imaging Collaboration (ISIC).
CoRR, 2016

Simple and effective pre-processing for automated melanoma discrimination based on cytological findings.
Proceedings of the 2016 IEEE International Conference on Big Data (IEEE BigData 2016), 2016

2015
Improving Dermoscopy Image Classification Using Color Constancy.
IEEE J. Biomed. Health Informatics, 2015

Four-Class Classification of Skin Lesions With Task Decomposition Strategy.
IEEE Trans. Biomed. Eng., 2015

An effective real-time color quantization method based on divisive hierarchical clustering.
J. Real Time Image Process., 2015

Special issue on real-time color image processing.
J. Real Time Image Process., 2015

A computerized system for detection of spiculated margins based on mammography.
Int. Arab J. Inf. Technol., 2015

Interactive Image Feature Selection Aided by Dimensionality Reduction.
Proceedings of the 6th International EuroVis Workshop on Visual Analytics, 2015

Building of Readable Decision Trees for Automated Melanoma Discrimination.
Proceedings of the Advances in Visual Computing - 11th International Symposium, 2015

Color Detection in Dermoscopy Images Based on Scarce Annotations.
Proceedings of the Pattern Recognition and Image Analysis - 7th Iberian Conference, 2015

A clinically oriented system for melanoma diagnosis using a color representation.
Proceedings of the 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2015

Melanoma detection algorithm based on feature fusion.
Proceedings of the 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2015

2014
Automated Quantification of Clinically Significant Colors in Dermoscopy Images and Its Application to Skin Lesion Classification.
IEEE Syst. J., 2014

An ensemble classification approach for melanoma diagnosis.
Memetic Comput., 2014

Extension of automated melanoma screening for non-melanocytic skin lesions.
Int. J. Comput. Appl. Technol., 2014

Linear, Deterministic, and Order-Invariant Initialization Methods for the K-Means Clustering Algorithm.
CoRR, 2014

Improving dermoscopy image analysis using color constancy.
Proceedings of the 2014 IEEE International Conference on Image Processing, 2014

An Improved Segmentation Method for Non-melanoma Skin Lesions Using Active Contour Model.
Proceedings of the Image Analysis and Recognition - 11th International Conference, 2014

Color identification in dermoscopy images using Gaussian mixture models.
Proceedings of the IEEE International Conference on Acoustics, 2014

Histogram-Based Method for Effective Initialization of the K-Means Clustering Algorithm.
Proceedings of the Twenty-Seventh International Florida Artificial Intelligence Research Society Conference, 2014

Melanoma Classification Based on Ensemble Classification of Dermoscopy Image Features.
Proceedings of the Advanced Machine Learning Technologies and Applications, 2014

2013
Pattern classification of dermoscopy images: A perceptually uniform model.
Pattern Recognit., 2013

A comparative study of efficient initialization methods for the k-means clustering algorithm.
Expert Syst. Appl., 2013

Mean shift based gradient vector flow for image segmentation.
Comput. Vis. Image Underst., 2013

Lesion Border Detection in Dermoscopy Images Using Ensembles of Thresholding Methods.
CoRR, 2013

Breast mass segmentation using region-based and edge-based methods in a 4-stage multiscale system.
Biomed. Signal Process. Control., 2013

Similarity-Based Browsing of Image Search Results.
Proceedings of the 2013 IEEE International Symposium on Multimedia, 2013

Towards an automatic bag-of-features model for the classification of dermoscopy images: The influence of segmentation.
Proceedings of the 8th International Symposium on Image and Signal Processing and Analysis, 2013

A Simulated Annealing Clustering Algorithm Based On Center Perturbation Using Gaussian Mutation.
Proceedings of the Twenty-Sixth International Florida Artificial Intelligence Research Society Conference, 2013

An Accelerated Nearest Neighbor Search Method for the K-Means Clustering Algorithm.
Proceedings of the Twenty-Sixth International Florida Artificial Intelligence Research Society Conference, 2013

Melanoma Classification Using Dermoscopy Imaging and Ensemble Learning.
Proceedings of the 2nd IAPR Asian Conference on Pattern Recognition, 2013

2012
Comments on "On approximating Euclidean metrics by weighted t-cost distances in arbitrary dimension".
Pattern Recognit. Lett., 2012

Deterministic Initialization of the k-Means Algorithm using Hierarchical Clustering.
Int. J. Pattern Recognit. Artif. Intell., 2012

An adaptive and deterministic method for initializing the Lloyd-Max algorithm.
Proceedings of the Image Processing: Algorithms and Systems X; and Parallel Processing for Imaging Applications II, 2012

A simple and efficient algorithm for connected component labeling in color images.
Proceedings of the Image Processing: Algorithms and Systems X; and Parallel Processing for Imaging Applications II, 2012

Accurate genomic signal recovery using compressed sensing.
Proceedings of the 21st International Conference on Pattern Recognition, 2012

Robust texture retrieval of compressed images.
Proceedings of the 19th IEEE International Conference on Image Processing, 2012

Batch Neural Gas with Deterministic Initialization for Color Quantization.
Proceedings of the Computer Vision and Graphics - International Conference, 2012

2011
On Euclidean norm approximations.
Pattern Recognit., 2011

Improving the performance of k-means for color quantization.
Image Vis. Comput., 2011

Rough colour quantisation.
Int. J. Hybrid Intell. Syst., 2011

Hard versus fuzzy c-means clustering for color quantization.
EURASIP J. Adv. Signal Process., 2011

Gradient vector flow with mean shift for skin lesion segmentation.
Comput. Medical Imaging Graph., 2011

Modified watershed technique and post-processing for segmentation of skin lesions in dermoscopy images.
Comput. Medical Imaging Graph., 2011

Colour and contrast enhancement for improved skin lesion segmentation.
Comput. Medical Imaging Graph., 2011

Automated color calibration method for dermoscopy images.
Comput. Medical Imaging Graph., 2011

Border detection in dermoscopy images using hybrid thresholding on optimized color channels.
Comput. Medical Imaging Graph., 2011

Advances in skin cancer image analysis.
Comput. Medical Imaging Graph., 2011

Hair removal methods: A comparative study for dermoscopy images.
Biomed. Signal Process. Control., 2011

Color quantization using c-means clustering algorithms.
Proceedings of the 18th IEEE International Conference on Image Processing, 2011

2010
Fast Color Quantization Using Weighted Sort-Means Clustering
CoRR, 2010

Approximate Lesion Localization in Dermoscopy Images
CoRR, 2010

An Improved Objective Evaluation Measure for Border Detection in Dermoscopy Images
CoRR, 2010

A Fast Switching Filter for Impulsive Noise Removal from Color Images
CoRR, 2010

Cost-Effective Implementation of Order-Statistics Based Vector Filters Using Minimax Approximations
CoRR, 2010

Fast Color Space Transformations Using Minimax Approximations
CoRR, 2010

Can Mean Shift Trackers Perform Better?
Proceedings of the Sixth International Conference on Signal-Image Technology and Internet-Based Systems, 2010

Multilevel wireless capsule endoscopy video segmentation.
Proceedings of the Medical Imaging 2010: Image Processing, 2010

Texture Segmentation of Dermoscopy Images using Gabor Filters and G-Means Clustering.
Proceedings of the 2010 International Conference on Image Processing, 2010

Neural Gas Clustering For Color Reduction.
Proceedings of the 2010 International Conference on Image Processing, 2010

Automated color normalization for dermoscopy images.
Proceedings of the International Conference on Image Processing, 2010

A new family of order-statistics based switching vector filters.
Proceedings of the International Conference on Image Processing, 2010

Accelerating color space transformations using numerical approximations.
Proceedings of the International Conference on Image Processing, 2010

Robust border detection in dermoscopy images using threshold fusion.
Proceedings of the International Conference on Image Processing, 2010

Robust codebook-based video background subtraction.
Proceedings of the IEEE International Conference on Acoustics, 2010

Polyp detection in Wireless Capsule Endoscopy videos based on image segmentation and geometric feature.
Proceedings of the IEEE International Conference on Acoustics, 2010

Alternative distance/similarity measures for reduced ordering based nonlinear vector filters.
Proceedings of the IEEE International Conference on Acoustics, 2010

2009
Anisotropic Mean Shift Based Fuzzy C-Means Segmentation of Dermoscopy Images.
IEEE J. Sel. Top. Signal Process., 2009

Distance measures for reduced ordering-based vector filters.
IET Image Process., 2009

Real-time implementation of order-statistics-based directional filters.
IET Image Process., 2009

Lesion border detection in dermoscopy images.
Comput. Medical Imaging Graph., 2009

Localization of Lesions in Dermoscopy Images Using Ensembles of Thresholding Methods.
Proceedings of the Advances in Image and Video Technology, Third Pacific Rim Symposium, 2009

An Effective Color Quantization Method Based on the Competitive Learning Paradigm.
Proceedings of the 2009 International Conference on Image Processing, 2009

Bayesian image segmentation with mean shift.
Proceedings of the International Conference on Image Processing, 2009

Skin lesion extraction in dermoscopic images based on colour enhancement and iterative segmentation.
Proceedings of the International Conference on Image Processing, 2009

Contrast enhancement in dermoscopy images by maximizing a histogram bimodality measure.
Proceedings of the International Conference on Image Processing, 2009

Fast implementation of vector directional filters.
Proceedings of the International Conference on Image Processing, 2009

Effective initialization of k-means for color quantization.
Proceedings of the International Conference on Image Processing, 2009

2008
Robust switching vector median filter for impulsive noise removal.
J. Electronic Imaging, 2008

An improved Internet-based melanoma screening system with dermatologist-like tumor area extraction algorithm.
Comput. Medical Imaging Graph., 2008

Automatic detection of blue-white veil and related structures in dermoscopy images.
Comput. Medical Imaging Graph., 2008

Anisotropic mean shift based fuzzy c-means segmentation of skin lesions.
Proceedings of the CSTST 2008: Proceedings of the 5th International Conference on Soft Computing as Transdisciplinary Science and Technology, 2008

2007
Nonlinear vector filtering for impulsive noise removal from color images.
J. Electronic Imaging, 2007

A methodological approach to the classification of dermoscopy images.
Comput. Medical Imaging Graph., 2007

Fast and accurate border detection in dermoscopy images using statistical region merging.
Proceedings of the Medical Imaging 2007: Image Processing, 2007

Unsupervised Learning of Manifolds via Linear Approximations.
Proceedings of the 18th International Workshop on Database and Expert Systems Applications (DEXA 2007), 2007

2006
Detection of blue-white veil areas in dermoscopy images using machine learning techniques.
Proceedings of the Medical Imaging 2006: Image Processing, 2006

2005
Unsupervised Border Detection of Skin Lesion Images.
Proceedings of the International Symposium on Information Technology: Coding and Computing (ITCC 2005), 2005

Mining Biomedical Images with Density-Based Clustering.
Proceedings of the International Symposium on Information Technology: Coding and Computing (ITCC 2005), 2005

A Comparative Study of Three Moment-Based Shape Descriptors.
Proceedings of the International Symposium on Information Technology: Coding and Computing (ITCC 2005), 2005

Content Based Retrieval and Classification of Cultural Relic Images.
Proceedings of the Advances in Neural Networks - ISNN 2005, Second International Symposium on Neural Networks, Chongqing, China, May 30, 2005

Skin Lesion Segmentation Using Clustering Techniques.
Proceedings of the Eighteenth International Florida Artificial Intelligence Research Society Conference, 2005

Human Perception-Driven, Similarity-Based Access to Image Databases.
Proceedings of the Eighteenth International Florida Artificial Intelligence Research Society Conference, 2005

2004
Content-Based Image Retrieval Incorporating Models of Human Perception.
Proceedings of the International Conference on Information Technology: Coding and Computing (ITCC'04), 2004

A System for Distributed Image Acquisition, Content-Analysis and Similarity Retrieval.
Proceedings of the 2004 IEEE International Conference on Information Reuse and Integration, 2004


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