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History

shiyutang 0851e3d940 [MedicalSeg] Fix lung precision problem (#2029 )		2 years ago
..
README.md	[Doc] Medicalseg README (#1996)	2 years ago

lung_coronavirus.yml	[Doc] Medicalseg README (#1996)	2 years ago

vnet_lung_coronavirus_128_128_128_15k.yml	[MedicalSeg] Fix lung precision problem (#2029)	2 years ago

COVID-19 CT scans

20 CT scans and expert segmentations of patients with COVID-19

Performance

Vnet

Milletari, Fausto, Nassir Navab, and Seyed-Ahmad Ahmadi. "V-net: Fully convolutional neural networks for volumetric medical image segmentation." In 2016 fourth international conference on 3D vision (3DV), pp. 565-571. IEEE, 2016.

Backbone	Resolution	lr	Training Iters	Dice	Links
-	128x128x128	0.001	15000	97.04%	model \| log \| vdl
-	128x128x128	0.0003	15000	92.70%	model \| log \| vdl

Unet

Çiçek, Özgün, Ahmed Abdulkadir, Soeren S. Lienkamp, Thomas Brox, and Olaf Ronneberger. "3D U-Net: learning dense volumetric segmentation from sparse annotation." In International conference on medical image computing and computer-assisted intervention, pp. 424-432. Springer, Cham, 2016.