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Skin Lesion Diagnosis using Ensembles, Unscaled Multi-Crop Evaluation
  and Loss Weighting

Skin Lesion Diagnosis using Ensembles, Unscaled Multi-Crop Evaluation and Loss Weighting

5 August 2018
N. Gessert
T. Sentker
F. Madesta
Rüdiger Schmitz
H. Kniep
Ivo M. Baltruschat
R. Werner
Alexander Schlaefer
ArXiv (abs)PDFHTML

Papers citing "Skin Lesion Diagnosis using Ensembles, Unscaled Multi-Crop Evaluation and Loss Weighting"

15 / 15 papers shown
Synthetic Generation of Dermatoscopic Images with GAN and Closed-Form
  Factorization
Synthetic Generation of Dermatoscopic Images with GAN and Closed-Form Factorization
R. Mekala
Frederik Pahde
Simon Baur
Sneha Chandrashekar
Madeline Diep
...
Jackie Ma
Peter Eisert
Mikael Lindvall
Adam A. Porter
Wojciech Samek
MedImGAN
281
5
0
07 Oct 2024
Progressive Class-Wise Attention (PCA) Approach for Diagnosing Skin
  Lesions
Progressive Class-Wise Attention (PCA) Approach for Diagnosing Skin Lesions
Asim Naveed
Syed S. Naqvi
Tariq Mahmood Khan
Imran Razzak
174
2
0
11 Jun 2023
An interpretable imbalanced semi-supervised deep learning framework for
  improving differential diagnosis of skin diseases
An interpretable imbalanced semi-supervised deep learning framework for improving differential diagnosis of skin diseases
Futian Weng
Yuanting Ma
J. Sun
Shijun Shan
Qiyuan Li
Jianping Zhu
Yang Wang
Yan Xu
316
2
0
20 Nov 2022
Out-of-Distribution Detection in Dermatology using Input Perturbation
  and Subset Scanning
Out-of-Distribution Detection in Dermatology using Input Perturbation and Subset ScanningIEEE International Symposium on Biomedical Imaging (ISBI), 2021
Hannah Kim
G. Tadesse
C. Cintas
Skyler Speakman
Kush R. Varshney
OOD
255
19
0
24 May 2021
Single Model Deep Learning on Imbalanced Small Datasets for Skin Lesion
  Classification
Single Model Deep Learning on Imbalanced Small Datasets for Skin Lesion ClassificationIEEE Transactions on Medical Imaging (IEEE TMI), 2021
Peng Yao
Shuwei Shen
Mengjuan Xu
Peng Liu
Fan Zhang
Jinyu Xing
Pengfei Shao
B. Kaffenberger
Ronald X. Xu
180
169
0
02 Feb 2021
Low-cost and high-performance data augmentation for deep-learning-based
  skin lesion classification
Low-cost and high-performance data augmentation for deep-learning-based skin lesion classification
Shuwei Shen
Mengjuan Xu
Fan Zhang
Pengfei Shao
Honghong Liu
...
Chi Zhang
Peng Liu
Zhihong Zhang
Peng Yao
Ronald X. Xu
190
11
0
07 Jan 2021
The Effects of Skin Lesion Segmentation on the Performance of
  Dermatoscopic Image Classification
The Effects of Skin Lesion Segmentation on the Performance of Dermatoscopic Image Classification
Amirreza Mahbod
P. Tschandl
Georg Langs
R. Ecker
Isabella Ellinger
226
101
0
28 Aug 2020
Investigating and Exploiting Image Resolution for Transfer
  Learning-based Skin Lesion Classification
Investigating and Exploiting Image Resolution for Transfer Learning-based Skin Lesion Classification
Amirreza Mahbod
Gerald Schaefer
Chunliang Wang
R. Ecker
Georg Dorffner
Isabella Ellinger
MedIm
197
35
0
25 Jun 2020
Recent advances in deep learning applied to skin cancer detection
Recent advances in deep learning applied to skin cancer detection
André G. C. Pacheco
R. Krohling
MedIm
223
47
0
06 Dec 2019
Computer-Aided Clinical Skin Disease Diagnosis Using CNN and Object
  Detection Models
Computer-Aided Clinical Skin Disease Diagnosis Using CNN and Object Detection Models
Xin He
Shihao Wang
Shaoshuai Shi
Zhenheng Tang
Yuxin Wang
...
Xiaofeng Zhang
Xiaoming Liu
Zhili Wu
Wu Yu
Xiaowen Chu
138
12
0
20 Nov 2019
Melanoma detection with electrical impedance spectroscopy and dermoscopy
  using joint deep learning models
Melanoma detection with electrical impedance spectroscopy and dermoscopy using joint deep learning models
N. Gessert
M. Bengs
Alexander Schlaefer
110
5
0
06 Nov 2019
Skin Lesion Classification Using Ensembles of Multi-Resolution
  EfficientNets with Meta Data
Skin Lesion Classification Using Ensembles of Multi-Resolution EfficientNets with Meta DataMethodsX (MethodsX), 2019
N. Gessert
M. Nielsen
M. Shaikh
R. Werner
Alexander Schlaefer
163
312
0
09 Oct 2019
Skin Lesion Classification Using CNNs with Patch-Based Attention and
  Diagnosis-Guided Loss Weighting
Skin Lesion Classification Using CNNs with Patch-Based Attention and Diagnosis-Guided Loss WeightingIEEE Transactions on Biomedical Engineering (IEEE TBME), 2019
N. Gessert
T. Sentker
F. Madesta
Rüdiger Schmitz
H. Kniep
Ivo M. Baltruschat
R. Werner
Alexander Schlaefer
268
153
0
07 May 2019
Solo or Ensemble? Choosing a CNN Architecture for Melanoma
  Classification
Solo or Ensemble? Choosing a CNN Architecture for Melanoma Classification
Fábio Perez
Sandra Avila
Eduardo Valle
234
61
0
29 Apr 2019
Interpretable Deep Learning under Fire
Interpretable Deep Learning under Fire
Xinyang Zhang
Ningfei Wang
Hua Shen
S. Ji
Xiapu Luo
Ting Wang
AAMLAI4CE
355
192
0
03 Dec 2018
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