Lung Nodules Detection and Segmentation Using 3D Mask-RCNN

The Lung Image Database Consortium (LIDC) and Image Database Resource Initiative (IDRI): a completed reference database of lung nodules on CT scans

S. G. Armato, G. McLennan, L. Bidaut, M. F. McNitt-Gray, C. R. Meyer, A. P. Reeves, B. Zhao, D. R. Aberle, C. I. Henschke, E. A. Hoffman, E. A. Kazerooni, H. MacMahon, E. J. Van Beeke, D. Yankelevitz, A. M. Biancardi, P. H. Bland, M. S. Brown, R. M. Engelmann, G. E. Laderach, D. Max, R. C. Pais, D. P. Qing, R. Y. Roberts, A. R. Smith, A. Starkey, P. Batrah, P. Caligiuri, A. Farooqi, G. W. Gladish, C. M. Jude, R. F. Munden, I. Petkovska, L. E. Quint, L. H. Schwartz, B. Sundaram, L. E. Dodd, C. Fenimore, D. Gur, N. Petrick, J. Freymann, J. Kirby, B. Hughes, A. V. Casteele, S. Gupte, M. Sallamm, M. D. Heath, M. H. Kuhn, E. Dharaiya, R. Burns, D. S. Fryd, M. Salganicoff, V. Anand, U. Shreter, S. Vastagh, and B. Y. Croft · 2011

Earlier work this paper cites.

Comparison of response evaluation criteria in solid tumors with volumetric measurements for estimation of tumor burden in pancreatic adenocarcinoma and hepatocellular carcinoma

Jessemae L. Welsh, Kellie Bodeker, Elizabeth Fallon, Sundershan K. Bhatia, John M. Buatti, and Joseph J. Cullen · 2012

Earlier work this paper cites.

Data From LIDC-IDRI. The Cancer Imaging Archive kernel description, 2015

Armato III, Samuel G, McLennan, Geoffrey, Bidaut, Luc, McNitt-Gray, Michael F, Meyer, Charles R, Reeves, Anthony P andClarke, and Laurence P · 2015

Earlier work this paper cites.

Comparison of ct volumetric measurement with recist response in patients with lung cancer

SA Hayes, MC Pietanza, D O’Driscoll, J Zheng, CS Moskowitz, MG Kris, and MS Ginsberg · 2016

Earlier work this paper cites.

Validation, comparison, and combination of algorithms for automatic detection of pulmonary nodules in computed tomography images: the LUNA16 challenge

Original

Arnaud Arindra Adiyoso Setio, Alberto Traverso, Thomas de Bel, Moira S. N. Berens, Cas van den Bogaard, Piergiorgio Cerello, Hao Chen, Qi Dou, Maria Evelina Fantacci, Bram Geurts, Robbert van der Gugten, Pheng-Ann Heng, Bart Jansen, Michael M. J. de Kaste, Valentin Kotov, Jack Yu-Hung Lin, Jeroen T. M. C. Manders, Alexander Sónora-Mengana, Juan Carlos García-Naranjo, Mathias Prokop, Marco Saletta, Cornelia Schaefer-Prokop, Ernst Th. Scholten, Luuk Scholten, Miranda M. Snoeren, Ernesto Lopez Torres, Jef Vandemeulebroucke, Nicole Walasek, Guido C. A. Zuidhof, Bram van Ginneken, and Colin Jacobs · 2016

Earlier work this paper cites.

Inception-v4, inception-resnet and the impact of residual connections on learning

Original

Christian Szegedy, Sergey Ioffe, and Vincent Vanhoucke · 2016

Earlier work this paper cites.

Deeplab: Semantic image segmentation with deep convolutional nets, atrous convolution, and fully connected crfs

Original

Liang-Chieh Chen, George Papandreou, Iasonas Kokkinos, Kevin Murphy, and Alan L. Yuille · 2016

Cited alongside, same era.

Accurate pulmonary nodule detection in computed tomography images using deep convolutional neural networks

Original

Jia Ding, Aoxue Li, Zhiqiang Hu, and Liwei Wang · 2017

Cited alongside, same era.

Discriminative localization in cnns for weakly-supervised segmentation of pulmonary nodules

Original

Xinyang Feng, Jie Yang, Andrew F. Laine, and Elsa D. Angelini · 2017

Cited alongside, same era.

Mask R-CNN

Original

Kaiming He, Georgia Gkioxari, Piotr Dollár, and Ross B. Girshick · 2017

Cited alongside, same era.

Retina u-net: Embarrassingly simple exploitation of segmentation supervision for medical object detection

Original

Paul F. Jaeger, Simon A. A. Kohl, Sebastian Bickelhaupt, Fabian Isensee, Tristan Anselm Kuder, Heinz-Peter Schlemmer, and Klaus H. Maier-Hein · 2018

Later among the works it cites.

Lung nodule segmentation with convolutional neural network trained by simple diameter information

Changmo Nam, Jihang Kim, and Kyong Joon Lee · 2018

Later among the works it cites.

Joint learning for pulmonary nodule segmentation, attributes and malignancy prediction

Original

Botong Wu, Zhen Zhou, Jianwei Wang, and Yizhou Wang · 2018

Later among the works it cites.

[1st place] Solution Overview and Code kernel description, 2018

Ian Pan · 2018

Later among the works it cites.

Pulmonary nodule segmentation with CT sample synthesis using adversarial networks

Y. Qin, H. Zheng, X. Huang, J. Yang, and Y. M. Zhu · 2019