Deep Learning Ensembles for Melanoma Recognition in Dermoscopy Images

14 October 2016

Papers citing "Deep Learning Ensembles for Melanoma Recognition in Dermoscopy Images"

50 / 60 papers shown

Title
MLMC: Interactive multi-label multi-classifier evaluation without confusion matrices Aleksandar Doknic Torsten Moller HAI 37 0 0 24 Jan 2025
Model Checking in Medical Imaging for Tumor Detection and Segmentation Elhoucine Elfatimi Lahcen El fatimi 67 0 0 08 Jan 2025
Towards Concept-based Interpretability of Skin Lesion Diagnosis using Vision-Language Models Cristiano Patrício Luís F. Teixeira João C. Neves 13 6 0 24 Nov 2023
Testing the Consistency of Performance Scores Reported for Binary Classification Problems Attila Fazekas György Kovács 22 1 0 19 Oct 2023
Mirage: Towards Low-interruption Services on Batch GPU Clusters with Reinforcement Learning Qi-Dong Ding Pengfei Zheng Shreyas Kudari Shivaram Venkataraman Zhao-jie Zhang VLM OffRL 13 3 0 25 Jun 2023
Machine-Learning-Assisted and Real-Time-Feedback-Controlled Growth of InAs/GaAs Quantum Dots Chaorong Shen Wenkang Zhan Kaiyao Xin Manyang Li Zhenyu Sun ... Bop Xu Zhongming Wei Chunlai Xue Chao Zhao Zhan-guo Wang AI4CE 15 11 0 22 Jun 2023
Increasing Melanoma Diagnostic Confidence: Forcing the Convolutional Network to Learn from the Lesion N. Lama R. Stanley Anand K. Nambisan Akanksha Maurya J. Hagerty W. Stoecker MedIm 11 1 0 16 May 2023
Explainable Artificial Intelligence Architecture for Melanoma Diagnosis Using Indicator Localization and Self-Supervised Learning Ruitong Sun Mohammad Rostami 16 2 0 26 Mar 2023
Introduction to Machine Learning for Physicians: A Survival Guide for Data Deluge Ricards Marcinkevics Ece Ozkan Julia E. Vogt OOD LM&MA FedML 29 2 0 23 Dec 2022
Classification of Melanocytic Nevus Images using BigTransfer (BiT) Sanya Sinha Nilay Gupta 17 1 0 21 Nov 2022
RadFormer: Transformers with Global-Local Attention for Interpretable and Accurate Gallbladder Cancer Detection Soumen Basu Mayank Gupta Pratyaksha Rana Pankaj Gupta Chetan Arora ViT MedIm 26 32 0 09 Nov 2022
A survey, review, and future trends of skin lesion segmentation and classification M. Hasan Md. Asif Ahamad Choon Hwai Yap Guang Yang 25 88 0 25 Aug 2022
A Survey on Deep Learning for Skin Lesion Segmentation Z. Mirikharaji Kumar Abhishek Alceu Bissoto Catarina Barata Sandra Avila Eduardo Valle M. Celebi Ghassan Hamarneh 39 82 0 01 Jun 2022
Surpassing the Human Accuracy: Detecting Gallbladder Cancer from USG Images with Curriculum Learning Soumen Basu Mayank Gupta Pratyaksha Rana Pankaj Gupta Chetan Arora 16 30 0 25 Apr 2022
Out of distribution detection for skin and malaria images Muhammad Zaida Shafaqat Ali Mohsen Ali Sarfaraz Hussein A. Saadia Waqas Sultani 10 5 0 02 Nov 2021
Early Melanoma Diagnosis with Sequential Dermoscopic Images Zhen Yu Jennifer Nguyen Toàn D. Nguyên J. Kelly C. Mclean Paul Bonnington Lei Zhang Victoria Mar Z. Ge 27 41 0 12 Oct 2021
Dermoscopic Image Classification with Neural Style Transfer J. Y. Li Ruoqing Zhu Annie Qu Mike Yeh MedIm 17 2 0 17 May 2021
A Smartphone based Application for Skin Cancer Classification Using Deep Learning with Clinical Images and Lesion Information Breno Krohling Pedro B. C. Castro André G. C. Pacheco R. Krohling MedIm 29 18 0 28 Apr 2021
An Attention-based Weakly Supervised framework for Spitzoid Melanocytic Lesion Diagnosis in WSI Rocío del Amor Laetitia Launet Adrián Colomer Anais Moscardó Andrés Mosquera-Zamudio C. Monteagudo Valery Naranjo MedIm 17 2 0 20 Apr 2021
COVID-19 identification from volumetric chest CT scans using a progressively resized 3D-CNN incorporating segmentation, augmentation, and class-rebalancing Md. Kamrul Hasan Md. Tasnim Jawad Kazi N. Hasan Sajal Basak Partha Md. Masum Al Masba Shumit Saha 13 21 0 11 Feb 2021
A Survey on Ensemble Learning under the Era of Deep Learning Yongquan Yang Haijun Lv Ning Chen OOD 67 182 0 21 Jan 2021
SkiNet: A Deep Learning Solution for Skin Lesion Diagnosis with Uncertainty Estimation and Explainability R. Singh R. Gorantla Sai Giridhar Allada N. Pratap 14 3 0 30 Dec 2020
Lesion Net -- Skin Lesion Segmentation Using Coordinate Convolution and Deep Residual Units S. Nathan Priya Kansal SSeg MedIm 19 7 0 28 Dec 2020
CancerNet-SCa: Tailored Deep Neural Network Designs for Detection of Skin Cancer from Dermoscopy Images J. Lee Maya Pavlova M. Famouri A. Wong 11 26 0 21 Nov 2020
Skin disease diagnosis with deep learning: a review Hongfeng Li Yini Pan Jie Zhao Li Zhang 14 100 0 11 Nov 2020
Evaluating Knowledge Transfer in Neural Network for Medical Images Sina Akbarian Laleh Seyyed-Kalantari Farzad Khalvati Elham Dolatabadi 15 16 0 31 Aug 2020
Semi-supervised Medical Image Classification with Relation-driven Self-ensembling Model Quande Liu Lequan Yu Luyang Luo Qi Dou Pheng Ann Heng 30 221 0 15 May 2020
Melanoma Detection using Adversarial Training and Deep Transfer Learning H. Zunair Benourida Hamza GAN MedIm 14 84 0 14 Apr 2020
Skin Diseases Detection using LBP and WLD- An Ensembling Approach A. Banerjee N. Das M. Nasipuri 6 6 0 08 Apr 2020
Assessing Robustness of Deep learning Methods in Dermatological Workflow Sourav Mishra Subhajit Chaudhury Hideaki Imaizumi T. Yamasaki OOD 8 4 0 15 Jan 2020
Segmentation of Cellular Patterns in Confocal Images of Melanocytic Lesions in vivo via a Multiscale Encoder-Decoder Network (MED-Net) Kivanc Kose Alican Bozkurt C. Alessi-Fox M. Gill C. Longo G. Pellacani Jennifer Dy Dana H. Brooks M. Rajadhyaksha 20 30 0 03 Jan 2020
Automating Vitiligo Skin Lesion Segmentation Using Convolutional Neural Networks Makena Low Priyanka Raina 17 22 0 16 Dec 2019
Recent advances in deep learning applied to skin cancer detection André G. C. Pacheco R. Krohling MedIm 6 37 0 06 Dec 2019
Artificial Intelligence-Based Image Classification for Diagnosis of Skin Cancer: Challenges and Opportunities Manu Goyal T. Knackstedt Shaofeng Yan Saeed Hassanpour 28 110 0 26 Nov 2019
Estimating Skin Tone and Effects on Classification Performance in Dermatology Datasets N. M. Kinyanjui Timothy Odonga C. Cintas Noel Codella Rameswar Panda P. Sattigeri Kush R. Varshney 10 46 0 29 Oct 2019
The impact of patient clinical information on automated skin cancer detection André G. C. Pacheco R. Krohling 6 154 0 16 Sep 2019
Visual Diagnosis of Dermatological Disorders: Human and Machine Performance J. Kawahara Ghassan Hamarneh 21 11 0 04 Jun 2019
Skin Cancer Segmentation and Classification with NABLA-N and Inception Recurrent Residual Convolutional Networks Md. Zahangir Alom Theus H. Aspiras T. Taha V. Asari 21 44 0 25 Apr 2019
Towards Automated Melanoma Detection with Deep Learning: Data Purification and Augmentation Devansh Bisla A. Choromańska J. Stein D. Polsky R. Berman MedIm 26 17 0 16 Feb 2019
Skin Lesion Analysis Toward Melanoma Detection 2018: A Challenge Hosted by the International Skin Imaging Collaboration (ISIC) Noel Codella V. Rotemberg P. Tschandl M. E. Celebi Stephen W. Dusza ... Aadi Kalloo Konstantinos Liopyris Michael Marchetti Harald Kittler Allan Halpern 29 1,164 0 09 Feb 2019
Automated Skin Lesion Classification Using Ensemble of Deep Neural Networks in ISIC 2018: Skin Lesion Analysis Towards Melanoma Detection Challenge Md Ashraful Alam Milton 16 122 0 30 Jan 2019
Improving Skin Condition Classification with a Question Answering Model Mohamed Akrout Amir-massoud Farahmand Tory Jarmain MedIm 14 3 0 15 Nov 2018
Segmentation of Skin Lesions and their Attributes Using Multi-Scale Convolutional Neural Networks and Domain Specific Augmentations Mostafa Jahanifar Neda Zamani Tajeddin Navid Alemi Koohbanani A. Gooya Nasir M. Rajpoot 17 34 0 23 Sep 2018
Visualizing Convolutional Neural Networks to Improve Decision Support for Skin Lesion Classification Pieter Van Molle Miguel De Strooper Tim Verbelen B. Vankeirsbilck Pieter Simoens Bart Dhoedt FAtt 11 51 0 11 Sep 2018
Automatic skin lesion segmentation on dermoscopic images by the means of superpixel merging Diego Alberto Patiño Cortes Jonathan Avendaño J. Branch 12 36 0 21 Aug 2018
Skin disease identification from dermoscopy images using deep convolutional neural network A. Pal Sounak Ray Utpal Garain 6 18 0 24 Jul 2018
Chest X-rays Classification: A Multi-Label and Fine-Grained Problem Z. Ge Dwarikanath Mahapatra S. Sedai R. Garnavi R. Chakravorty 12 50 0 19 Jul 2018
Collaborative Human-AI (CHAI): Evidence-Based Interpretable Melanoma Classification in Dermoscopic Images Noel Codella Chung-Ching Lin Allan Halpern Michael Hind Rogerio Feris John R. Smith 18 41 0 30 May 2018
Segmentation of both Diseased and Healthy Skin from Clinical Photographs in a Primary Care Setting Noel Codella Daren Anderson Tyler Philips A. Porto K. Massey J. Snowdon Rogerio Feris John R. Smith 15 12 0 16 Apr 2018
Unsupervised and semi-supervised learning with Categorical Generative Adversarial Networks assisted by Wasserstein distance for dermoscopy image Classification Xin Yi Ekta Walia P. Babyn GAN MedIm 25 50 0 10 Apr 2018