Asymmetric Loss Functions and Deep Densely Connected Networks for Highly Imbalanced Medical Image Segmentation: Application to Multiple Sclerosis Lesion Detection

28 March 2018

Seyed Raein Hashemi

Seyed Sadegh Mohseni Salehi

Deniz Erdogmus

S. Prabhu

Simon K. Warfield

Ali Gholipour

MedIm

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Papers citing "Asymmetric Loss Functions and Deep Densely Connected Networks for Highly Imbalanced Medical Image Segmentation: Application to Multiple Sclerosis Lesion Detection"

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Automated segmenta-on of pediatric neuroblastoma on mul--modal MRI: Results of the SPPIN challenge at MICCAI 2023 M.A.D. Buser D.C. Simons M. Fitski M.H.W.A. Wijnen A.S. Littooij ... M.R. Aizenberg B.H.M. van der Velden H. Kuijf A. De Luca A.F.W. van der Steeg 28 0 0 01 May 2025
A Closer Look at AUROC and AUPRC under Class Imbalance Matthew B. A. McDermott Lasse Hyldig Hansen Haoran Zhang Giovanni Angelotti Jack Gallifant 46 30 0 11 Jan 2024
FP-PET: Large Model, Multiple Loss And Focused Practice Yixin Chen Ourui Fu Wenrui Shao Zhaoheng Xie 29 0 0 22 Sep 2023
Medical Image Segmentation Review: The success of U-Net Reza Azad Ehsan Khodapanah Aghdam Amelie Rauland Yiwei Jia Atlas Haddadi Avval Afshin Bozorgpour Sanaz Karimijafarbigloo Joseph Paul Cohen Ehsan Adeli Dorit Merhof SSeg 28 268 0 27 Nov 2022
PixelGame: Infrared small target segmentation as a Nash equilibrium Heng Zhou Chunna Tian Zhenxi Zhang Chengyang Li Yongqiang Xie Zhongbo Li 35 14 0 26 May 2022
Point detection through multi-instance deep heatmap regression for sutures in endoscopy Lalith Sharan Gabriele Romano Julian Brand Halvar Kelm M. Karck R. de Simone Sandy Engelhardt 30 10 0 16 Nov 2021
Medical Image Segmentation with 3D Convolutional Neural Networks: A Survey S. Niyas S. Pawan Anand Kumar Jeny Rajan MedIm 55 83 0 19 Aug 2021
SemSegLoss: A python package of loss functions for semantic segmentation Shruti Jadon SSeg VLM 32 9 0 18 May 2021
Applications of Deep Learning Techniques for Automated Multiple Sclerosis Detection Using Magnetic Resonance Imaging: A Review A. Shoeibi Marjane Khodatars M. Jafari Parisa Moridian Mitra Rezaei ... Juan M Gorriz Jónathan Heras M. Panahiazar S. Nahavandi U. Acharya 46 125 0 11 May 2021
Multiple Sclerosis Lesion Analysis in Brain Magnetic Resonance Images: Techniques and Clinical Applications Yang Ma Chaoyi Zhang Mariano Cabezas Yang Song Zihao Tang Dongnan Liu Weidong (Tom) Cai M. Barnett Chenyu Wang 21 35 0 20 Apr 2021
Analyzing Overfitting under Class Imbalance in Neural Networks for Image Segmentation Zeju Li Konstantinos Kamnitsas Ben Glocker SSeg UQCV 20 127 0 20 Feb 2021
Unified Focal loss: Generalising Dice and cross entropy-based losses to handle class imbalanced medical image segmentation Michael Yeung Evis Sala Carola-Bibiane Schönlieb L. Rundo 35 396 0 08 Feb 2021
DeepLesionBrain: Towards a broader deep-learning generalization for multiple sclerosis lesion segmentation R. A. Kamraoui Vinh-Thong Ta T. Tourdias Boris Mansencal J. V. Manjón Pierrick Coupé OOD 31 50 0 14 Dec 2020
Multiple Sclerosis Lesion Segmentation -- A Survey of Supervised CNN-Based Methods H. Zhang I. Oguz 30 14 0 12 Dec 2020
A survey of loss functions for semantic segmentation Shruti Jadon SSeg 39 823 0 26 Jun 2020
Deep learning with noisy labels: exploring techniques and remedies in medical image analysis Davood Karimi Haoran Dou Simon K. Warfield Ali Gholipour NoLa 24 535 0 05 Dec 2019
Reducing the Hausdorff Distance in Medical Image Segmentation with Convolutional Neural Networks Davood Karimi Septimiu E. Salcudean MedIm 37 393 0 22 Apr 2019
Multiple Sclerosis Lesion Synthesis in MRI using an encoder-decoder U-NET Mostafa Salem Sergi Valverde Mariano Cabezas D. Pareto A. Oliver J. Salvi À. Rovira Xavier Llado MedIm 24 61 0 17 Jan 2019
Exclusive Independent Probability Estimation using Deep 3D Fully Convolutional DenseNets: Application to IsoIntense Infant Brain MRI Segmentation Seyed Raein Hashemi S. Prabhu Simon K. Warfield Ali Gholipour 3DV 24 6 0 21 Sep 2018
DeepNAT: Deep Convolutional Neural Network for Segmenting Neuroanatomy Christian Wachinger M. Reuter T. Klein 3DV 44 330 0 27 Feb 2017