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20102024
most citedA Comparative Study of Efficient Initialization Methods for the K-Means Clustering Algorithm

1.2k citations

Showing cs.CVShow all

12 papers · 1 filter

cs.CV2016★ 367 cited

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)

David Gutman, Noel C. F. Codella, Emre Celebi +4

In this article, we describe the design and implementation of a publicly accessible dermatology image analysis benchmark challenge. The goal of the challenge is to sup- port resear…

cs.CV2016★ 105 cited

An Overview of Melanoma Detection in Dermoscopy Images Using Image Processing and Machine Learning

Nabin K. Mishra, M. Emre Celebi

The incidence of malignant melanoma continues to increase worldwide. This cancer can strike at any age; it is one of the leading causes of loss of life in young persons. Since this…

cs.CV2013★ 207 cited

Lesion Border Detection in Dermoscopy Images Using Ensembles of Thresholding Methods

M. Emre Celebi, Quan Wen, Sae Hwang +2

Dermoscopy is one of the major imaging modalities used in the diagnosis of melanoma and other pigmented skin lesions. Due to the difficulty and subjectivity of human interpretation…

cs.CV2010★ 425 cited

Lesion Border Detection in Dermoscopy Images

M. Emre Celebi, Hitoshi Iyatomi, Gerald Schaefer +1

Background: Dermoscopy is one of the major imaging modalities used in the diagnosis of melanoma and other pigmented skin lesions. Due to the difficulty and subjectivity of human in…

cs.CV2010★ 20 cited

Fast Color Quantization Using Weighted Sort-Means Clustering

M. Emre Celebi

Color quantization is an important operation with numerous applications in graphics and image processing. Most quantization methods are essentially based on data clustering algorit…

cs.CV2010★ 22 cited

Approximate Lesion Localization in Dermoscopy Images

M. Emre Celebi, Hitoshi Iyatomi, Gerald Schaefer +1

Background: Dermoscopy is one of the major imaging modalities used in the diagnosis of melanoma and other pigmented skin lesions. Due to the difficulty and subjectivity of human in…

cs.CV2010★ 41 cited

An Improved Objective Evaluation Measure for Border Detection in Dermoscopy Images

M. Emre Celebi, Gerald Schaefer, Hitoshi Iyatomi +3

Background: Dermoscopy is one of the major imaging modalities used in the diagnosis of melanoma and other pigmented skin lesions. Due to the difficulty and subjectivity of human in…

cs.CV2010★ 173 cited

Automatic Detection of Blue-White Veil and Related Structures in Dermoscopy Images

M. Emre Celebi, Hitoshi Iyatomi, William V. Stoecker +4

Dermoscopy is a non-invasive skin imaging technique, which permits visualization of features of pigmented melanocytic neoplasms that are not discernable by examination with the nak…

cs.CV2010★ 5 cited

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

M. Emre Celebi, Hassan A. Kingravi, Rastislav Lukac +1

Vector operators based on robust order statistics have proved successful in digital multichannel imaging applications, particularly color image filtering and enhancement, in dealin…

cs.CV2010★ 108 cited

Real-Time Implementation of Order-Statistics Based Directional Filters

M. Emre Celebi

Vector filters based on order-statistics have proved successful in removing impulsive noise from color images while preserving edges and fine image details. Among these filters, th…

cs.CV2010★ 18 cited

Distance Measures for Reduced Ordering Based Vector Filters

M. Emre Celebi

Reduced ordering based vector filters have proved successful in removing long-tailed noise from color images while preserving edges and fine image details. These filters commonly u…

cs.CV2010★ 18 cited

Fast Color Space Transformations Using Minimax Approximations

M. Emre Celebi, Hassan Kingravi, Fatih Celiker

Color space transformations are frequently used in image processing, graphics, and visualization applications. In many cases, these transformations are complex nonlinear functions,…