activity
20102020
most citedA Comparative Study of Efficient Initialization Methods for the K-Means Clustering Algorithm

1.2k citations · 3.7k across the 21 of their papers we have counts for

collaborators

22 papers

cs.CV2020

Image Synthesis with Adversarial Networks: a Comprehensive Survey and Case Studies

Pourya Shamsolmoali, Masoumeh Zareapoor, Eric Granger +4

Generative Adversarial Networks (GANs) have been extremely successful in various application domains such as computer vision, medicine, and natural language processing. Moreover, t…

cs.CV2019★ 1k cited

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

Noel Codella, Veronica Rotemberg, Philipp Tschandl +9

This work summarizes the results of the largest skin image analysis challenge in the world, hosted by the International Skin Imaging Collaboration (ISIC), a global partnership that…

cs.CV2017★ 42 cited

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)

Noel C. F. Codella, David Gutman, M. Emre Celebi +8

This article describes the design, implementation, and results of the latest installment of the dermoscopic image analysis benchmark challenge. The goal is to support research and…

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.LG2014

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

M. Emre Celebi, Hassan A. Kingravi

Over the past five decades, k-means has become the clustering algorithm of choice in many application domains primarily due to its simplicity, time/space efficiency, and invariance…

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…