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We propose a generalized focal loss function based on the Tversky index to address the issue of data imbalance in medical image segmentation.
“Algorithms for hyper-parameter optimization,”
James S Bergstra, Rémi Bardenet, Yoshua Bengio, and Balázs Kégl, · 2011
Earlier work this paper cites.
“Fully convolutional networks for semantic segmentation,”
Jonathan Long, Evan Shelhamer, and Trevor Darrell, · 2015
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“U-net: Convolutional networks for biomedical image segmentation,”
Olaf Ronneberger, Philipp Fischer, and Thomas Brox, · 2015
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“Deeply-supervised nets,”
Chen-Yu Lee, Saining Xie, Patrick Gallagher, Zhengyou Zhang, and Zhuowen Tu, · 2015
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“V-net: Fully convolutional neural networks for volumetric medical image segmentation,”
Fausto Milletari, Nassir Navab, and Seyed-Ahmad Ahmadi, · 2016
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“Generalised dice overlap as a deep learning loss function for highly unbalanced segmentations,”
Carole H Sudre, Wenqi Li, Tom Vercauteren, Sebastien Ourselin, and M Jorge Cardoso, · 2017
Earlier work this paper cites.
“Focal loss for dense object detection,”
Tsung-Yi Lin, Priyal Goyal, Ross Girshick, Kaiming He, and Piotr Dollár, · 2018
Cited alongside, same era.
“Attention u-net: Learning where to look for the pancreas,”
Ozan Oktay, Jo Schlemper, Loic Le Folgoc, Matthew Lee, Mattias Heinrich, Kazunari Misawa, Kensaku Mori, Steven McDonagh, Nils Y Hammerla, Bernhard Kainz, et al., · 2018
Cited alongside, same era.
“Where’s your focus: Personalized attention,”
Sikun Lin and Pan Hui, · 2018
Cited alongside, same era.
Seyed Raein Hashemi, Seyed Sadegh Mohseni Salehi, Deniz Erdogmus, Sanjay P. Prabhu, Simon K. Warfield, and Ali Gholipour, · 2018
Cited alongside, same era.
“Automated breast ultrasound lesions detection using convolutional neural networks,”
“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 CF Codella, David Gutman, M Emre Celebi, Brian Helba, Michael A Marchetti, Stephen W Dusza, Aadi Kalloo, Konstantinos Liopyris, Nabin Mishra, Harald Kittler, et al., · 2018
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Philipp Tschandl, Cliff Rosendahl, and Harald Kittler, · 2018
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“3d segmentation with exponential logarithmic loss for highly unbalanced object sizes,”
Ken CL Wong, Mehdi Moradi, Hui Tang, and Tanveer Syeda-Mahmood, · 2018
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Proc. 21st International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI, Granada, Spain, September 16-20 2018) Part IV
2018
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Moi Hoon Yap, Gerard Pons, Joan Martí, Sergi Ganau, Melcior Sentís, Reyer Zwiggelaar, Adrian K Davison, and Robert Martí, · 2018
Cited alongside, same era.
Wentao Zhu, Yufang Huang, Hui Tang, Zhen Qian, Nan Du, Wei Fan, and Xiaohui Xie, · 2018
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