Skin Lesion Classification Using Ensembles of Multi-Resolution EfficientNets with Meta Data

9 October 2019

Papers citing "Skin Lesion Classification Using Ensembles of Multi-Resolution EfficientNets with Meta Data"

39 / 39 papers shown

Title
MedGrad E-CLIP: Enhancing Trust and Transparency in AI-Driven Skin Lesion Diagnosis Sadia Kamal Tim Oates MedIm 46 0 0 12 Jan 2025
PatchAlign:Fair and Accurate Skin Disease Image Classification by Alignment with Clinical Labels Aayushman Hemanth Gaddey Vidhi Mittal Manisha Chawla Gagan Raj Gupta 33 1 0 08 Sep 2024
Review of multimodal machine learning approaches in healthcare "Felix H. Krones Umar Marikkar Guy Parsons Adam Szmul Adam Mahdi 40 28 0 04 Feb 2024
Histopathological Image Classification and Vulnerability Analysis using Federated Learning Sankalp Vyas Amar Nath Patra R. Shukla 33 3 0 11 Oct 2023
Efficient Representation Learning for Healthcare with Cross-Architectural Self-Supervision P. Singh Jacopo Cirrone OOD SSL 27 2 0 19 Aug 2023
Metadata Improves Segmentation Through Multitasking Elicitation Iaroslav Plutenko Mikhail Papkov K. Palo L. Parts D. Fishman 16 0 0 18 Aug 2023
SkinDistilViT: Lightweight Vision Transformer for Skin Lesion Classification Vlad-Constantin Lungu-Stan Dumitru-Clementin Cercel Florin-Catalin Pop MedIm 23 10 0 16 Aug 2023
Self-supervision for medical image classification: state-of-the-art performance with ~100 labeled training samples per class M. Nielsen Laura Wenderoth T. Sentker R. Werner AI4MH OOD 25 12 0 11 Apr 2023
Cross-Architectural Positive Pairs improve the effectiveness of Self-Supervised Learning P. Singh Jacopo Cirrone SSL 48 0 0 27 Jan 2023
Siamese Neural Networks for Skin Cancer Classification and New Class Detection using Clinical and Dermoscopic Image Datasets Michael Luke Battle Amir Atapour-Abarghouei A. Mcgough 35 2 0 12 Dec 2022
Bringing the Algorithms to the Data -- Secure Distributed Medical Analytics using the Personal Health Train (PHT-meDIC) Marius Herr Michael Graf Peter Placzek Florian König Felix Bötte ... C. Mohr Stephanie Biergans Mete Akgun Nícolas Pfeifer O. Kohlbacher OOD 17 6 0 07 Dec 2022
FLamby: Datasets and Benchmarks for Cross-Silo Federated Learning in Realistic Healthcare Settings Jean Ogier du Terrail Samy Ayed Edwige Cyffers Felix Grimberg Chaoyang He ... Sai Praneeth Karimireddy Marco Lorenzi Giovanni Neglia Marc Tommasi M. Andreux FedML 47 143 0 10 Oct 2022
A survey, review, and future trends of skin lesion segmentation and classification M. Hasan Md. Asif Ahamad Choon Hwai Yap Guang Yang 27 88 0 25 Aug 2022
FairDisCo: Fairer AI in Dermatology via Disentanglement Contrastive Learning Siyi Du Ben Hers Nourhan Bayasi Ghassan Hamarneh Rafeef Garbi 27 21 0 22 Aug 2022
Out-of-Distribution Detection for Long-tailed and Fine-grained Skin Lesion Images Deval Mehta Y. Gal Adrian Bowling Paul Bonnington Zongyuan Ge OODD 24 13 0 30 Jun 2022
Patch Selection for Melanoma Classification Guillaume Lachaud Patricia Conde Céspedes M. Trocan 18 0 0 27 Jun 2022
CASS: Cross Architectural Self-Supervision for Medical Image Analysis Pranav Singh E. Sizikova Jacopo Cirrone OOD 66 8 0 08 Jun 2022
Deeply Supervised Skin Lesions Diagnosis with Stage and Branch Attention Weicai Dai Rui Liu Tianyi Wu Min Wang Jianqin Yin Jun Liu 3DH 22 16 0 09 May 2022
SSD-KD: A Self-supervised Diverse Knowledge Distillation Method for Lightweight Skin Lesion Classification Using Dermoscopic Images Yongwei Wang Yuheng Wang Tim K. Lee Chunyan Miao Z. J. Wang 28 74 0 22 Mar 2022
Improved skin lesion recognition by a Self-Supervised Curricular Deep Learning approach Kirill Sirotkin Marcos Escudero-Viñolo Pablo Carballeira Juan C. Sanmiguel SSL 32 6 0 22 Dec 2021
Mapping industrial poultry operations at scale with deep learning and aerial imagery Caleb Robinson Ben Chugg Brandon R. Anderson J. L. Ferres Daniel E. Ho 17 10 0 21 Dec 2021
Unsupervised Approaches for Out-Of-Distribution Dermoscopic Lesion Detection Max Torop S. Ghimire Wenqian Liu Dana H. Brooks Mario Sznaier M. Rajadhyaksha Jennifer Dy Kivanc Kose 34 0 0 08 Nov 2021
Out of distribution detection for skin and malaria images Muhammad Zaida Shafaqat Ali Mohsen Ali Sarfaraz Hussein A. Saadia Waqas Sultani 18 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
A hybrid machine learning/deep learning COVID-19 severity predictive model from CT images and clinical data M. Chieregato Fabio Frangiamore M. Morassi C. Baresi S. Nici C. Bassetti C. Bnà M. Galelli 31 74 0 13 May 2021
Soft-Attention Improves Skin Cancer Classification Performance S. Datta Mohammad Abuzar Shaikh H. Srihari Mingchen Gao 22 104 0 05 May 2021
Data-Driven Optimized Tracking Control Heuristic for MIMO Structures: A Balance System Case Study Mijalche Santa M. Abouheaf Catia Prandi 14 19 0 01 Apr 2021
Loss Estimators Improve Model Generalization V. Narayanaswamy Jayaraman J. Thiagarajan Deepta Rajan A. Spanias OOD UQCV 29 0 0 05 Mar 2021
Semi-Supervised Federated Peer Learning for Skin Lesion Classification T. Bdair Nassir Navab Shadi Albarqouni FedML 24 13 0 05 Mar 2021
Bulk Production Augmentation Towards Explainable Melanoma Diagnosis Kasumi Obi Q. H. Cap N. Umegaki-Arao Masaru Tanaka Hitoshi Iyatomi MedIm 16 0 0 03 Mar 2021
Minimizing false negative rate in melanoma detection and providing insight into the causes of classification E. Somfai Benjámin Baffy Kristian Fenech Changlu Guo Rita Hosszú ... Fabrizio Nunnari Marcell Pólik Daniel Sonntag Attila Ulbert András Lőrincz 20 3 0 18 Feb 2021
Dermo-DOCTOR: A framework for concurrent skin lesion detection and recognition using a deep convolutional neural network with end-to-end dual encoders Md. Kamrul Hasan Shidhartho Roy Chayan Mondal Md. Ashraful Alam M. E. Elahi Aishwariya Dutta S. Raju Md. Tasnim Jawad Mohiudding Ahmad 6 21 0 03 Feb 2021
Single Model Deep Learning on Imbalanced Small Datasets for Skin Lesion Classification Peng Yao Shuwei Shen Mengjuan Xu Peng Liu Fan Zhang Jinyu Xing Pengfei Shao B. Kaffenberger Ronald X. Xu 29 114 0 02 Feb 2021
Deep Convolutional Neural Network Ensembles using ECOC Sara Atito Ali Ahmed Cemre Zor Berrin Yanikoglu Muhammad Awais J. Kittler 6 6 0 07 Sep 2020
Properties Of Winning Tickets On Skin Lesion Classification Sherin Muckatira 17 5 0 25 Aug 2020
Method to Classify Skin Lesions using Dermoscopic images Dusa Sai Charan Hemanth Nadipineni Subin Sahayam Umarani Jayaraman MedIm 6 28 0 21 Aug 2020
Measles Rash Identification Using Residual Deep Convolutional Neural Network Kimberly Glock Charles Napier Vibhuti Gupta Todd Gary J. Gigante W. Schaffner Qingguo Wang 22 20 0 18 May 2020
Semi-supervised Medical Image Classification with Relation-driven Self-ensembling Model Quande Liu Lequan Yu Luyang Luo Qi Dou Pheng Ann Heng 30 220 0 15 May 2020
AI outperformed every dermatologist: Improved dermoscopic melanoma diagnosis through customizing batch logic and loss function in an optimized Deep CNN architecture Tri-Cong Pham C. Luong Van-Dung Hoang A. Doucet 14 7 0 05 Mar 2020